Last updated: 2021-06-25

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Knit directory: emlr_mod_v_XXX/

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1 Required data

Required are:

cleaned and prepared GLODAP-based synthetic cmorized model subsetting file

GLODAP <-
  read_csv(paste(path_version_data,
                 "GLODAPv2.2020_MLR_fitting_ready.csv",
                 sep = ""))

2 Predictor correlation

The correlation between:

pairs of seven potential predictor variables and
C* and seven potential predictor variables

were investigated based on:

property-property plots and
calculated correlation coefficients.

2.1 Correlation plots

For an overview, a random subset of data from all eras was plotted separately for both basins, with color indicating neutral density slabs (high density = dark-purple color).

for (i_basin in unique(GLODAP$basin)) {
# i_basin <- unique(GLODAP$basin)[1]

print(
GLODAP %>% 
  filter(basin == i_basin) %>% 
  sample_frac(0.05) %>% 
  ggpairs(columns = c(params_local$MLR_target,
                      params_local$MLR_predictors),
          upper = "blank",
          ggplot2::aes(col = gamma_slab, fill = gamma_slab, alpha = 0.01)) +
      scale_fill_viridis_d(direction = -1) +
      scale_color_viridis_d(direction = -1) +
      labs(title = paste("Basin:", i_basin ,"| era: all | subsample size: 5 % of",
                         nrow(GLODAP %>% filter(basin == i_basin))))
)
}

Version	Author	Date
90a9da5	Donghe-Zhu	2021-06-25
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
b5b95a9	Donghe-Zhu	2021-06-24
472aad4	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
00072e2	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
2b6c392	Donghe-Zhu	2021-03-10
9f58753	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
ee69bc1	Donghe-Zhu	2021-03-05
a79291f	Donghe-Zhu	2021-03-05
e8c6f30	Donghe-Zhu	2021-03-04
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
ffda45a	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

Version	Author	Date
90a9da5	Donghe-Zhu	2021-06-25
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
b5b95a9	Donghe-Zhu	2021-06-24
472aad4	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
00072e2	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
ee69bc1	Donghe-Zhu	2021-03-05
a79291f	Donghe-Zhu	2021-03-05
e8c6f30	Donghe-Zhu	2021-03-04
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

Individual correlation plots for each basin, era and neutral density (gamma) slab are available at:

/nfs/kryo/work/jenmueller/emlr_cant/model/v_XXX/figures/Observations_correlation/

if (params_local$plot_all_figures == "y") {
  
  for (i_basin in unique(GLODAP$basin)) {
    for (i_era in unique(GLODAP$era)) {
      #i_basin <- unique(GLODAP$basin)[1]
      #i_era   <- unique(GLODAP$era)[1]
      
      GLODAP_basin_era <- GLODAP %>%
        filter(basin == i_basin,
               era == i_era)
      
      for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
        #i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[14]
        
        GLODAP_basin_era_slab <- GLODAP_basin_era %>%
          filter(gamma_slab == i_gamma_slab)
        
        if (nrow(GLODAP_basin_era_slab) > 2) {
          GLODAP_highlight <- GLODAP_basin_era %>%
            mutate(gamma_highlight = if_else(gamma_slab == i_gamma_slab,
                                             "in", "out")) %>%
            arrange(desc(gamma_highlight))
          
          p <- GLODAP_highlight %>%
            ggpairs(
              columns = c(
                params_local$MLR_target,
                params_local$MLR_predictors
              ),
              ggplot2::aes(
                col = gamma_highlight,
                fill = gamma_highlight,
                alpha = 0.01
              )
            ) +
            scale_fill_manual(values = c("red", "grey")) +
            scale_color_manual(values = c("red", "grey")) +
            labs(
              title = paste(
                i_era,
                "|",
                i_basin,
                "| Gamma slab",
                i_gamma_slab,
                "| # obs total",
                nrow(GLODAP_basin_era),
                "| # obs slab",
                nrow(GLODAP_highlight %>%
                       filter(gamma_highlight == "in"))
              )
            )
          
          png(
            filename = paste(
              path_version_figures,
              "Observations_correlation/",
              paste(
                "Predictor_correlation",
                i_era,
                i_basin,
                i_gamma_slab,
                ".png",
                sep = "_"
              ),
              sep = ""
            ),
            width = 12,
            height = 12,
            units = "in",
            res = 300
          )
          
          print(p)
          
          dev.off()
          
        }
      }
    }
  }
  rm(GLODAP_basin_era, GLODAP_basin_era_slab)
}

2.2 Correlation assessment

2.2.1 Calculation of correlation coeffcients

Correlation coefficients were calculated individually within each slabs, era and basin.

for (i_basin in unique(GLODAP$basin)) {
  for (i_era in unique(GLODAP$era)) {
    # i_basin <- unique(GLODAP$basin)[1]
    # i_era   <- unique(GLODAP$era)[1]
    
    GLODAP_basin_era <- GLODAP %>%
      filter(basin == i_basin,
             era == i_era) %>%
      select(basin,
             era,
             gamma_slab,
             params_local$MLR_target,
             params_local$MLR_predictors)
    
    for (i_gamma_slab in unique(GLODAP_basin_era$gamma_slab)) {
      # i_gamma_slab <- unique(GLODAP_basin_era$gamma_slab)[5]
      print(i_gamma_slab)
      
      GLODAP_basin_era_slab <- GLODAP_basin_era %>%
        filter(gamma_slab == i_gamma_slab)
      
      # calculate correlation table
      cor_target_predictor_temp <- GLODAP_basin_era_slab %>%
        select(-c(basin, era, gamma_slab)) %>%
        correlate() %>%
        focus(params_local$MLR_target) %>%
        mutate(basin = i_basin,
               era = i_era,
               gamma_slab = i_gamma_slab)
      
      if (exists("cor_target_predictor")) {
        cor_target_predictor <-
          bind_rows(cor_target_predictor, cor_target_predictor_temp)
      }
      
      if (!exists("cor_target_predictor")) {
        cor_target_predictor <- cor_target_predictor_temp
      }
      
      
      cor_predictors_temp <- GLODAP_basin_era_slab %>%
        select(-c(basin, era, gamma_slab)) %>%
        correlate() %>%
        shave %>%
        stretch() %>%
        filter(!is.na(r),
               x != params_local$MLR_target,
               y != params_local$MLR_target) %>%
        mutate(pair = paste(x, y, sep = " + ")) %>%
        select(-c(x, y)) %>%
        mutate(basin = i_basin,
               era = i_era,
               gamma_slab = i_gamma_slab)
      
      if (exists("cor_predictors")) {
        cor_predictors <- bind_rows(cor_predictors, cor_predictors_temp)
      }
      
      if (!exists("cor_predictors")) {
        cor_predictors <- cor_predictors_temp
      }
      
      
      
    }
  }
}

rm(cor_predictors_temp, cor_target_predictor_temp,
   i_gamma_slab, i_era, i_basin,
   GLODAP_basin_era, GLODAP_basin_era_slab)

2.2.2 Predictor pairs

Below, the range of correlations coefficients for each predictor pair is plotted per basin (facet) and density slab (color). Note that the range indicates the min and max values of in total 3 calculated coefficients (one per era).

# calculate min, max, mean across all eras
cor_predictors_stats <- cor_predictors %>% 
  group_by(pair, basin, gamma_slab) %>% 
  summarise(mean_r = mean(r),
            min_r = min(r),
            max_r = max(r)) %>% 
  ungroup()

# plot figure
cor_predictors_stats %>% 
  mutate(pair = reorder(pair, mean_r)) %>%
  ggplot() +
  geom_vline(xintercept = c(-0.9, 0.9), col = "red") +
  geom_vline(xintercept = 0) +
  geom_linerange(
    aes(y = pair, xmin = min_r, xmax = max_r, col = gamma_slab),
    position = position_dodge(width = 0.6)) +
  facet_wrap(~basin) +
  scale_color_viridis_d(direction = -1) +
  labs(x = "correlation coefficient", y = "") +
  theme(legend.position = "top")

Version	Author	Date
90a9da5	Donghe-Zhu	2021-06-25
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
b5b95a9	Donghe-Zhu	2021-06-24
472aad4	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
00072e2	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
2b6c392	Donghe-Zhu	2021-03-10
9f58753	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
ffda45a	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

# print table
kable(cor_predictors_stats) %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")

pair	basin	gamma_slab	mean_r	min_r	max_r
aou + nitrate	Atlantic	(-Inf,26]	0.9076177	0.8944505	0.9156998
aou + nitrate	Atlantic	(26,26.5]	0.9367896	0.9320205	0.9452316
aou + nitrate	Atlantic	(26.5,26.75]	0.9309871	0.9109250	0.9436767
aou + nitrate	Atlantic	(26.75,27]	0.8796175	0.8746290	0.8825549
aou + nitrate	Atlantic	(27,27.25]	0.7818170	0.7567127	0.7961111
aou + nitrate	Atlantic	(27.25,27.5]	0.6831441	0.6659612	0.7097602
aou + nitrate	Atlantic	(27.5,27.75]	0.3185353	0.2850405	0.3499693
aou + nitrate	Atlantic	(27.75,27.85]	0.6409363	0.6236017	0.6582498
aou + nitrate	Atlantic	(27.85,27.95]	0.8589626	0.8533641	0.8653662
aou + nitrate	Atlantic	(27.95,28.05]	0.8466415	0.8385558	0.8569009
aou + nitrate	Atlantic	(28.05,28.1]	0.9205336	0.9033784	0.9418205
aou + nitrate	Atlantic	(28.1,28.15]	0.9613419	0.9431354	0.9747262
aou + nitrate	Atlantic	(28.15,28.2]	0.9771712	0.9623758	0.9886433
aou + nitrate	Atlantic	(28.2, Inf]	0.8231150	0.7955089	0.8385485
aou + nitrate	Indo-Pacific	(-Inf,26]	0.9302439	0.9236808	0.9414212
aou + nitrate	Indo-Pacific	(26,26.5]	0.8397288	0.8282674	0.8549681
aou + nitrate	Indo-Pacific	(26.5,26.75]	0.5923360	0.5795827	0.6108009
aou + nitrate	Indo-Pacific	(26.75,27]	0.3014443	0.2795366	0.3327548
aou + nitrate	Indo-Pacific	(27,27.25]	-0.0808100	-0.1098019	-0.0635521
aou + nitrate	Indo-Pacific	(27.25,27.5]	-0.4101919	-0.4256880	-0.3921245
aou + nitrate	Indo-Pacific	(27.5,27.75]	-0.5278710	-0.5348864	-0.5169363
aou + nitrate	Indo-Pacific	(27.75,27.85]	-0.4597791	-0.4852599	-0.4341921
aou + nitrate	Indo-Pacific	(27.85,27.95]	-0.2865035	-0.2932561	-0.2801886
aou + nitrate	Indo-Pacific	(27.95,28.05]	0.6748278	0.6616616	0.6886203
aou + nitrate	Indo-Pacific	(28.05,28.1]	0.9731953	0.9707143	0.9745221
aou + nitrate	Indo-Pacific	(28.1,28.2]	0.9865902	0.9861658	0.9868223
aou + nitrate	Indo-Pacific	(28.2,28.3]	0.8965550	0.8786132	0.9089791
aou + nitrate	Indo-Pacific	(28.3, Inf]	0.5015533	0.4694429	0.5376093
aou + phosphate	Atlantic	(-Inf,26]	0.8685162	0.8525782	0.8832939
aou + phosphate	Atlantic	(26,26.5]	0.9562609	0.9538561	0.9606863
aou + phosphate	Atlantic	(26.5,26.75]	0.9707742	0.9685919	0.9721334
aou + phosphate	Atlantic	(26.75,27]	0.9739274	0.9721374	0.9750514
aou + phosphate	Atlantic	(27,27.25]	0.9566509	0.9538639	0.9591898
aou + phosphate	Atlantic	(27.25,27.5]	0.9443006	0.9434022	0.9459920
aou + phosphate	Atlantic	(27.5,27.75]	0.9605936	0.9570903	0.9629402
aou + phosphate	Atlantic	(27.75,27.85]	0.9631951	0.9603061	0.9648867
aou + phosphate	Atlantic	(27.85,27.95]	0.9590103	0.9565212	0.9621858
aou + phosphate	Atlantic	(27.95,28.05]	0.8831886	0.8773740	0.8887184
aou + phosphate	Atlantic	(28.05,28.1]	0.9293066	0.9133506	0.9494496
aou + phosphate	Atlantic	(28.1,28.15]	0.9657457	0.9485215	0.9780331
aou + phosphate	Atlantic	(28.15,28.2]	0.9791793	0.9661301	0.9894546
aou + phosphate	Atlantic	(28.2, Inf]	0.8256583	0.7996844	0.8404886
aou + phosphate	Indo-Pacific	(-Inf,26]	0.9549684	0.9512984	0.9619164
aou + phosphate	Indo-Pacific	(26,26.5]	0.9557156	0.9506027	0.9607211
aou + phosphate	Indo-Pacific	(26.5,26.75]	0.9496416	0.9478002	0.9511079
aou + phosphate	Indo-Pacific	(26.75,27]	0.9353974	0.9340160	0.9363985
aou + phosphate	Indo-Pacific	(27,27.25]	0.8965469	0.8946123	0.8987192
aou + phosphate	Indo-Pacific	(27.25,27.5]	0.8840255	0.8817120	0.8863688
aou + phosphate	Indo-Pacific	(27.5,27.75]	0.9353705	0.9345570	0.9361757
aou + phosphate	Indo-Pacific	(27.75,27.85]	0.9800053	0.9792315	0.9810167
aou + phosphate	Indo-Pacific	(27.85,27.95]	0.9908017	0.9905053	0.9910331
aou + phosphate	Indo-Pacific	(27.95,28.05]	0.9974349	0.9973066	0.9975247
aou + phosphate	Indo-Pacific	(28.05,28.1]	0.9960183	0.9959534	0.9960812
aou + phosphate	Indo-Pacific	(28.1,28.2]	0.9925149	0.9923172	0.9926818
aou + phosphate	Indo-Pacific	(28.2,28.3]	0.9060027	0.8943153	0.9132420
aou + phosphate	Indo-Pacific	(28.3, Inf]	0.5232812	0.4966269	0.5555037
aou + phosphate_star	Atlantic	(-Inf,26]	0.5129110	0.4991986	0.5209099
aou + phosphate_star	Atlantic	(26,26.5]	0.5147010	0.4712362	0.5648237
aou + phosphate_star	Atlantic	(26.5,26.75]	0.3999609	0.3838031	0.4256138
aou + phosphate_star	Atlantic	(26.75,27]	0.4812561	0.4539993	0.5215598
aou + phosphate_star	Atlantic	(27,27.25]	0.1652777	0.0708542	0.2491059
aou + phosphate_star	Atlantic	(27.25,27.5]	-0.1315734	-0.1744421	-0.0857626
aou + phosphate_star	Atlantic	(27.5,27.75]	0.1625748	0.1389816	0.1807107
aou + phosphate_star	Atlantic	(27.75,27.85]	0.2779939	0.2384773	0.2990697
aou + phosphate_star	Atlantic	(27.85,27.95]	0.2119981	0.1657697	0.2586571
aou + phosphate_star	Atlantic	(27.95,28.05]	0.2896784	0.2445149	0.3158453
aou + phosphate_star	Atlantic	(28.05,28.1]	0.7386072	0.6971457	0.7875436
aou + phosphate_star	Atlantic	(28.1,28.15]	0.8443419	0.8075241	0.8758728
aou + phosphate_star	Atlantic	(28.15,28.2]	0.9121938	0.8676432	0.9463365
aou + phosphate_star	Atlantic	(28.2, Inf]	0.7329444	0.6942913	0.7534166
aou + phosphate_star	Indo-Pacific	(-Inf,26]	0.7194040	0.6973062	0.7506622
aou + phosphate_star	Indo-Pacific	(26,26.5]	0.6673935	0.6349156	0.7021277
aou + phosphate_star	Indo-Pacific	(26.5,26.75]	0.6491439	0.6273053	0.6645245
aou + phosphate_star	Indo-Pacific	(26.75,27]	0.6561938	0.6491649	0.6655925
aou + phosphate_star	Indo-Pacific	(27,27.25]	0.6786171	0.6723006	0.6901536
aou + phosphate_star	Indo-Pacific	(27.25,27.5]	0.7237025	0.7164838	0.7318252
aou + phosphate_star	Indo-Pacific	(27.5,27.75]	0.7945854	0.7905305	0.7974720
aou + phosphate_star	Indo-Pacific	(27.75,27.85]	0.8782956	0.8753091	0.8814413
aou + phosphate_star	Indo-Pacific	(27.85,27.95]	0.9078011	0.9060219	0.9109019
aou + phosphate_star	Indo-Pacific	(27.95,28.05]	0.8918428	0.8837972	0.9002998
aou + phosphate_star	Indo-Pacific	(28.05,28.1]	0.7642785	0.7524847	0.7749700
aou + phosphate_star	Indo-Pacific	(28.1,28.2]	0.6961140	0.6854715	0.7066786
aou + phosphate_star	Indo-Pacific	(28.2,28.3]	0.4416776	0.4364177	0.4452789
aou + phosphate_star	Indo-Pacific	(28.3, Inf]	0.0054238	-0.0511969	0.0400040
aou + silicate	Atlantic	(-Inf,26]	0.8269046	0.8131275	0.8445414
aou + silicate	Atlantic	(26,26.5]	0.8608133	0.8501853	0.8722244
aou + silicate	Atlantic	(26.5,26.75]	0.8308313	0.8255797	0.8408197
aou + silicate	Atlantic	(26.75,27]	0.7932568	0.7800330	0.8088849
aou + silicate	Atlantic	(27,27.25]	0.7262196	0.7022836	0.7504240
aou + silicate	Atlantic	(27.25,27.5]	0.5844658	0.5609854	0.6131615
aou + silicate	Atlantic	(27.5,27.75]	0.6080661	0.5979861	0.6156692
aou + silicate	Atlantic	(27.75,27.85]	0.6745206	0.6677663	0.6795979
aou + silicate	Atlantic	(27.85,27.95]	0.6720592	0.6630027	0.6828231
aou + silicate	Atlantic	(27.95,28.05]	0.5607826	0.5388385	0.5821784
aou + silicate	Atlantic	(28.05,28.1]	0.4123600	0.3938580	0.4313709
aou + silicate	Atlantic	(28.1,28.15]	0.2755675	0.2237716	0.3022799
aou + silicate	Atlantic	(28.15,28.2]	0.4524153	0.4366103	0.4781589
aou + silicate	Atlantic	(28.2, Inf]	0.3566406	0.3210350	0.3845753
aou + silicate	Indo-Pacific	(-Inf,26]	0.8547005	0.8403576	0.8757600
aou + silicate	Indo-Pacific	(26,26.5]	0.8169165	0.8099546	0.8293030
aou + silicate	Indo-Pacific	(26.5,26.75]	0.8049011	0.8008654	0.8101767
aou + silicate	Indo-Pacific	(26.75,27]	0.8283087	0.8255325	0.8325346
aou + silicate	Indo-Pacific	(27,27.25]	0.8614244	0.8586919	0.8632562
aou + silicate	Indo-Pacific	(27.25,27.5]	0.9064273	0.9049152	0.9081672
aou + silicate	Indo-Pacific	(27.5,27.75]	0.9290773	0.9279878	0.9298445
aou + silicate	Indo-Pacific	(27.75,27.85]	0.9449190	0.9437593	0.9469475
aou + silicate	Indo-Pacific	(27.85,27.95]	0.9369251	0.9336175	0.9427981
aou + silicate	Indo-Pacific	(27.95,28.05]	0.9276961	0.9266108	0.9282943
aou + silicate	Indo-Pacific	(28.05,28.1]	0.9285242	0.9253569	0.9332465
aou + silicate	Indo-Pacific	(28.1,28.2]	0.8907641	0.8864817	0.8944574
aou + silicate	Indo-Pacific	(28.2,28.3]	0.8548913	0.8338898	0.8781018
aou + silicate	Indo-Pacific	(28.3, Inf]	0.4442719	0.3913467	0.4960011
nitrate + phosphate	Atlantic	(-Inf,26]	0.9903192	0.9897363	0.9908996
nitrate + phosphate	Atlantic	(26,26.5]	0.9834038	0.9825831	0.9846453
nitrate + phosphate	Atlantic	(26.5,26.75]	0.9485488	0.9195313	0.9695943
nitrate + phosphate	Atlantic	(26.75,27]	0.8776485	0.8719433	0.8849086
nitrate + phosphate	Atlantic	(27,27.25]	0.7909404	0.7590513	0.8069862
nitrate + phosphate	Atlantic	(27.25,27.5]	0.6890779	0.6654979	0.7218547
nitrate + phosphate	Atlantic	(27.5,27.75]	0.3264235	0.2906632	0.3491073
nitrate + phosphate	Atlantic	(27.75,27.85]	0.7498510	0.7275246	0.7636173
nitrate + phosphate	Atlantic	(27.85,27.95]	0.9541374	0.9462129	0.9612099
nitrate + phosphate	Atlantic	(27.95,28.05]	0.9947404	0.9944178	0.9953599
nitrate + phosphate	Atlantic	(28.05,28.1]	0.9978786	0.9977171	0.9979986
nitrate + phosphate	Atlantic	(28.1,28.15]	0.9992136	0.9991179	0.9993016
nitrate + phosphate	Atlantic	(28.15,28.2]	0.9997475	0.9996965	0.9998018
nitrate + phosphate	Atlantic	(28.2, Inf]	0.9996610	0.9996323	0.9996866
nitrate + phosphate	Indo-Pacific	(-Inf,26]	0.9723791	0.9698931	0.9743390
nitrate + phosphate	Indo-Pacific	(26,26.5]	0.8230490	0.8091133	0.8448249
nitrate + phosphate	Indo-Pacific	(26.5,26.75]	0.5193765	0.5033562	0.5473109
nitrate + phosphate	Indo-Pacific	(26.75,27]	0.1343220	0.0927746	0.1782123
nitrate + phosphate	Indo-Pacific	(27,27.25]	-0.3894920	-0.4152762	-0.3754577
nitrate + phosphate	Indo-Pacific	(27.25,27.5]	-0.7144232	-0.7222174	-0.7044600
nitrate + phosphate	Indo-Pacific	(27.5,27.75]	-0.7501406	-0.7548006	-0.7439506
nitrate + phosphate	Indo-Pacific	(27.75,27.85]	-0.5933525	-0.6185372	-0.5641638
nitrate + phosphate	Indo-Pacific	(27.85,27.95]	-0.3771088	-0.3847072	-0.3726977
nitrate + phosphate	Indo-Pacific	(27.95,28.05]	0.6770146	0.6621092	0.6916959
nitrate + phosphate	Indo-Pacific	(28.05,28.1]	0.9793806	0.9770837	0.9806811
nitrate + phosphate	Indo-Pacific	(28.1,28.2]	0.9959029	0.9958087	0.9959609
nitrate + phosphate	Indo-Pacific	(28.2,28.3]	0.9978513	0.9977118	0.9979859
nitrate + phosphate	Indo-Pacific	(28.3, Inf]	0.9973825	0.9970878	0.9975864
nitrate + phosphate_star	Atlantic	(-Inf,26]	0.8140414	0.8065598	0.8221389
nitrate + phosphate_star	Atlantic	(26,26.5]	0.7379692	0.7139393	0.7597995
nitrate + phosphate_star	Atlantic	(26.5,26.75]	0.5543859	0.5379969	0.5808972
nitrate + phosphate_star	Atlantic	(26.75,27]	0.5328199	0.4945922	0.5602432
nitrate + phosphate_star	Atlantic	(27,27.25]	0.3149722	0.2640552	0.3844577
nitrate + phosphate_star	Atlantic	(27.25,27.5]	0.0884200	0.0608219	0.1355150
nitrate + phosphate_star	Atlantic	(27.5,27.75]	0.1942136	0.1619628	0.2332485
nitrate + phosphate_star	Atlantic	(27.75,27.85]	0.6630106	0.6298977	0.6891447
nitrate + phosphate_star	Atlantic	(27.85,27.95]	0.6308932	0.5972483	0.6674714
nitrate + phosphate_star	Atlantic	(27.95,28.05]	0.7471342	0.7187289	0.7748312
nitrate + phosphate_star	Atlantic	(28.05,28.1]	0.9312856	0.9241029	0.9385822
nitrate + phosphate_star	Atlantic	(28.1,28.15]	0.9467394	0.9432625	0.9511885
nitrate + phosphate_star	Atlantic	(28.15,28.2]	0.9652043	0.9560041	0.9704058
nitrate + phosphate_star	Atlantic	(28.2, Inf]	0.9795811	0.9783507	0.9803258
nitrate + phosphate_star	Indo-Pacific	(-Inf,26]	0.8815608	0.8772959	0.8859699
nitrate + phosphate_star	Indo-Pacific	(26,26.5]	0.6557706	0.6264285	0.6769907
nitrate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.3740036	0.3533058	0.4106357
nitrate + phosphate_star	Indo-Pacific	(26.75,27]	0.0059020	-0.0536719	0.0599537
nitrate + phosphate_star	Indo-Pacific	(27,27.25]	-0.5025562	-0.5234204	-0.4875703
nitrate + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.7877744	-0.7917851	-0.7818797
nitrate + phosphate_star	Indo-Pacific	(27.5,27.75]	-0.8376813	-0.8410368	-0.8350182
nitrate + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.7070032	-0.7279961	-0.6770930
nitrate + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.4846178	-0.4985129	-0.4735243
nitrate + phosphate_star	Indo-Pacific	(27.95,28.05]	0.6866097	0.6613081	0.7035530
nitrate + phosphate_star	Indo-Pacific	(28.05,28.1]	0.8116688	0.8002861	0.8213787
nitrate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.7698794	0.7559872	0.7807532
nitrate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.7481582	0.7319381	0.7718815
nitrate + phosphate_star	Indo-Pacific	(28.3, Inf]	0.8556159	0.8473832	0.8717231
nitrate + silicate	Atlantic	(-Inf,26]	0.9115451	0.9013847	0.9285717
nitrate + silicate	Atlantic	(26,26.5]	0.9297987	0.9243602	0.9366209
nitrate + silicate	Atlantic	(26.5,26.75]	0.8621263	0.8175947	0.8911728
nitrate + silicate	Atlantic	(26.75,27]	0.7662971	0.7437709	0.7792905
nitrate + silicate	Atlantic	(27,27.25]	0.7028713	0.6743577	0.7284195
nitrate + silicate	Atlantic	(27.25,27.5]	0.5988144	0.5739645	0.6380232
nitrate + silicate	Atlantic	(27.5,27.75]	0.4431115	0.4252185	0.4631344
nitrate + silicate	Atlantic	(27.75,27.85]	0.8911390	0.8778466	0.8983154
nitrate + silicate	Atlantic	(27.85,27.95]	0.9133451	0.9077094	0.9197217
nitrate + silicate	Atlantic	(27.95,28.05]	0.7600488	0.7511343	0.7699428
nitrate + silicate	Atlantic	(28.05,28.1]	0.2496027	0.2380100	0.2596788
nitrate + silicate	Atlantic	(28.1,28.15]	0.1512558	0.1074426	0.1762000
nitrate + silicate	Atlantic	(28.15,28.2]	0.4251569	0.4046044	0.4456538
nitrate + silicate	Atlantic	(28.2, Inf]	0.6465832	0.6406873	0.6532070
nitrate + silicate	Indo-Pacific	(-Inf,26]	0.9176737	0.9170192	0.9181776
nitrate + silicate	Indo-Pacific	(26,26.5]	0.7730590	0.7640776	0.7876738
nitrate + silicate	Indo-Pacific	(26.5,26.75]	0.5223831	0.4945816	0.5523355
nitrate + silicate	Indo-Pacific	(26.75,27]	0.2788694	0.2318296	0.3257568
nitrate + silicate	Indo-Pacific	(27,27.25]	-0.0510399	-0.0738663	-0.0378352
nitrate + silicate	Indo-Pacific	(27.25,27.5]	-0.3820023	-0.3964731	-0.3653677
nitrate + silicate	Indo-Pacific	(27.5,27.75]	-0.4803886	-0.4881236	-0.4690740
nitrate + silicate	Indo-Pacific	(27.75,27.85]	-0.3138850	-0.3443792	-0.2705208
nitrate + silicate	Indo-Pacific	(27.85,27.95]	-0.1138785	-0.1367811	-0.0974076
nitrate + silicate	Indo-Pacific	(27.95,28.05]	0.7831780	0.7723522	0.7936677
nitrate + silicate	Indo-Pacific	(28.05,28.1]	0.9497275	0.9470444	0.9525036
nitrate + silicate	Indo-Pacific	(28.1,28.2]	0.9123926	0.9070657	0.9172922
nitrate + silicate	Indo-Pacific	(28.2,28.3]	0.9424036	0.9307449	0.9547345
nitrate + silicate	Indo-Pacific	(28.3, Inf]	0.6590526	0.5387241	0.7592176
phosphate + phosphate_star	Atlantic	(-Inf,26]	0.8492060	0.8386699	0.8544901
phosphate + phosphate_star	Atlantic	(26,26.5]	0.7373298	0.7080980	0.7660215
phosphate + phosphate_star	Atlantic	(26.5,26.75]	0.6066817	0.5882084	0.6263050
phosphate + phosphate_star	Atlantic	(26.75,27]	0.6662005	0.6407473	0.6966146
phosphate + phosphate_star	Atlantic	(27,27.25]	0.4435929	0.3659421	0.5117472
phosphate + phosphate_star	Atlantic	(27.25,27.5]	0.2003080	0.1603089	0.2405531
phosphate + phosphate_star	Atlantic	(27.5,27.75]	0.4277158	0.3980771	0.4441115
phosphate + phosphate_star	Atlantic	(27.75,27.85]	0.5237335	0.4832121	0.5514446
phosphate + phosphate_star	Atlantic	(27.85,27.95]	0.4734052	0.4394275	0.5172379
phosphate + phosphate_star	Atlantic	(27.95,28.05]	0.6950280	0.6616200	0.7231827
phosphate + phosphate_star	Atlantic	(28.05,28.1]	0.9246971	0.9173803	0.9319954
phosphate + phosphate_star	Atlantic	(28.1,28.15]	0.9415311	0.9383360	0.9453848
phosphate + phosphate_star	Atlantic	(28.15,28.2]	0.9627810	0.9530183	0.9676632
phosphate + phosphate_star	Atlantic	(28.2, Inf]	0.9760929	0.9745916	0.9769673
phosphate + phosphate_star	Indo-Pacific	(-Inf,26]	0.8851463	0.8770436	0.8938487
phosphate + phosphate_star	Indo-Pacific	(26,26.5]	0.8541955	0.8405101	0.8694709
phosphate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.8510168	0.8390623	0.8590587
phosphate + phosphate_star	Indo-Pacific	(26.75,27]	0.8753844	0.8703705	0.8800334
phosphate + phosphate_star	Indo-Pacific	(27,27.25]	0.9296117	0.9271604	0.9335571
phosphate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.9605272	0.9589915	0.9624490
phosphate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.9564172	0.9551266	0.9571195
phosphate + phosphate_star	Indo-Pacific	(27.75,27.85]	0.9537967	0.9518442	0.9562236
phosphate + phosphate_star	Indo-Pacific	(27.85,27.95]	0.9531804	0.9517552	0.9547829
phosphate + phosphate_star	Indo-Pacific	(27.95,28.05]	0.9184024	0.9107629	0.9254759
phosphate + phosphate_star	Indo-Pacific	(28.05,28.1]	0.8108499	0.7993727	0.8207326
phosphate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.7627888	0.7488721	0.7751370
phosphate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.7440525	0.7342473	0.7593496
phosphate + phosphate_star	Indo-Pacific	(28.3, Inf]	0.8461236	0.8345205	0.8629225
sal + aou	Atlantic	(-Inf,26]	-0.1450259	-0.2001142	-0.0844500
sal + aou	Atlantic	(26,26.5]	-0.0566545	-0.0861920	-0.0228387
sal + aou	Atlantic	(26.5,26.75]	0.0012799	-0.0281103	0.0390178
sal + aou	Atlantic	(26.75,27]	-0.2376104	-0.2752574	-0.2125545
sal + aou	Atlantic	(27,27.25]	-0.0033380	-0.0743009	0.0647022
sal + aou	Atlantic	(27.25,27.5]	0.2623351	0.2207016	0.2900892
sal + aou	Atlantic	(27.5,27.75]	0.0277584	-0.0030840	0.0640746
sal + aou	Atlantic	(27.75,27.85]	-0.0989486	-0.1191508	-0.0627034
sal + aou	Atlantic	(27.85,27.95]	-0.1105858	-0.1393506	-0.0923150
sal + aou	Atlantic	(27.95,28.05]	-0.2878245	-0.3090655	-0.2468748
sal + aou	Atlantic	(28.05,28.1]	-0.7021339	-0.7482699	-0.6638891
sal + aou	Atlantic	(28.1,28.15]	-0.7680649	-0.7973705	-0.7399067
sal + aou	Atlantic	(28.15,28.2]	-0.8243554	-0.8509487	-0.7833692
sal + aou	Atlantic	(28.2, Inf]	-0.7327035	-0.7533390	-0.6921648
sal + aou	Indo-Pacific	(-Inf,26]	-0.2803163	-0.2937598	-0.2730986
sal + aou	Indo-Pacific	(26,26.5]	-0.2627611	-0.3090530	-0.2134573
sal + aou	Indo-Pacific	(26.5,26.75]	-0.2893861	-0.3144135	-0.2595756
sal + aou	Indo-Pacific	(26.75,27]	-0.2234569	-0.2449455	-0.2120815
sal + aou	Indo-Pacific	(27,27.25]	-0.0427390	-0.0757254	-0.0036006
sal + aou	Indo-Pacific	(27.25,27.5]	0.1092836	0.0982928	0.1208352
sal + aou	Indo-Pacific	(27.5,27.75]	0.2241423	0.2145784	0.2320229
sal + aou	Indo-Pacific	(27.75,27.85]	0.0869166	0.0804958	0.0996447
sal + aou	Indo-Pacific	(27.85,27.95]	-0.2302350	-0.2473225	-0.2085205
sal + aou	Indo-Pacific	(27.95,28.05]	-0.3647548	-0.3900919	-0.3250711
sal + aou	Indo-Pacific	(28.05,28.1]	-0.1435574	-0.1570382	-0.1228809
sal + aou	Indo-Pacific	(28.1,28.2]	0.3158011	0.2683050	0.3532746
sal + aou	Indo-Pacific	(28.2,28.3]	0.5838927	0.5443112	0.6201717
sal + aou	Indo-Pacific	(28.3, Inf]	0.7640652	0.6596666	0.8236823
sal + nitrate	Atlantic	(-Inf,26]	-0.3641706	-0.4127127	-0.3063442
sal + nitrate	Atlantic	(26,26.5]	-0.2861869	-0.3064726	-0.2681896
sal + nitrate	Atlantic	(26.5,26.75]	-0.2152989	-0.2360933	-0.1752675
sal + nitrate	Atlantic	(26.75,27]	-0.4067707	-0.4344811	-0.3788934
sal + nitrate	Atlantic	(27,27.25]	-0.2812595	-0.3311751	-0.2421826
sal + nitrate	Atlantic	(27.25,27.5]	-0.0967720	-0.1265634	-0.0780121
sal + nitrate	Atlantic	(27.5,27.75]	-0.3236531	-0.3666715	-0.2775555
sal + nitrate	Atlantic	(27.75,27.85]	-0.5999744	-0.6199687	-0.5802370
sal + nitrate	Atlantic	(27.85,27.95]	-0.5323487	-0.5506195	-0.5219378
sal + nitrate	Atlantic	(27.95,28.05]	-0.7277938	-0.7512829	-0.7044747
sal + nitrate	Atlantic	(28.05,28.1]	-0.8905171	-0.8998056	-0.8822083
sal + nitrate	Atlantic	(28.1,28.15]	-0.8792580	-0.8845853	-0.8748173
sal + nitrate	Atlantic	(28.15,28.2]	-0.8751596	-0.8871902	-0.8670903
sal + nitrate	Atlantic	(28.2, Inf]	-0.8424109	-0.8603403	-0.8240066
sal + nitrate	Indo-Pacific	(-Inf,26]	-0.4861625	-0.4961029	-0.4695733
sal + nitrate	Indo-Pacific	(26,26.5]	-0.4783300	-0.5131213	-0.4456705
sal + nitrate	Indo-Pacific	(26.5,26.75]	-0.5257635	-0.5374235	-0.5064958
sal + nitrate	Indo-Pacific	(26.75,27]	-0.4949761	-0.5165026	-0.4727049
sal + nitrate	Indo-Pacific	(27,27.25]	-0.4468152	-0.4614196	-0.4383891
sal + nitrate	Indo-Pacific	(27.25,27.5]	-0.3349503	-0.3443508	-0.3288530
sal + nitrate	Indo-Pacific	(27.5,27.75]	-0.2836906	-0.2904765	-0.2782905
sal + nitrate	Indo-Pacific	(27.75,27.85]	-0.2520990	-0.2576208	-0.2478185
sal + nitrate	Indo-Pacific	(27.85,27.95]	-0.2411268	-0.2589479	-0.2304370
sal + nitrate	Indo-Pacific	(27.95,28.05]	-0.5713496	-0.5990005	-0.5261773
sal + nitrate	Indo-Pacific	(28.05,28.1]	-0.2043239	-0.2223537	-0.1809685
sal + nitrate	Indo-Pacific	(28.1,28.2]	0.3064497	0.2505243	0.3551156
sal + nitrate	Indo-Pacific	(28.2,28.3]	0.6869029	0.6780615	0.7036761
sal + nitrate	Indo-Pacific	(28.3, Inf]	0.2143358	0.2034565	0.2322327
sal + phosphate	Atlantic	(-Inf,26]	-0.3665303	-0.4283044	-0.3066081
sal + phosphate	Atlantic	(26,26.5]	-0.2740927	-0.2810091	-0.2617610
sal + phosphate	Atlantic	(26.5,26.75]	-0.2204005	-0.2453014	-0.1803958
sal + phosphate	Atlantic	(26.75,27]	-0.4340442	-0.4635342	-0.4063629
sal + phosphate	Atlantic	(27,27.25]	-0.2821826	-0.3420958	-0.2263166
sal + phosphate	Atlantic	(27.25,27.5]	-0.0568692	-0.0955592	-0.0303823
sal + phosphate	Atlantic	(27.5,27.75]	-0.2336060	-0.2762740	-0.1887761
sal + phosphate	Atlantic	(27.75,27.85]	-0.3562525	-0.3849121	-0.3171160
sal + phosphate	Atlantic	(27.85,27.95]	-0.3668508	-0.3927052	-0.3470059
sal + phosphate	Atlantic	(27.95,28.05]	-0.6778972	-0.7015124	-0.6500528
sal + phosphate	Atlantic	(28.05,28.1]	-0.8877249	-0.8965791	-0.8797581
sal + phosphate	Atlantic	(28.1,28.15]	-0.8741858	-0.8779561	-0.8704621
sal + phosphate	Atlantic	(28.15,28.2]	-0.8721435	-0.8854507	-0.8643488
sal + phosphate	Atlantic	(28.2, Inf]	-0.8392091	-0.8568902	-0.8216721
sal + phosphate	Indo-Pacific	(-Inf,26]	-0.4492813	-0.4601528	-0.4350678
sal + phosphate	Indo-Pacific	(26,26.5]	-0.4664832	-0.4942907	-0.4338845
sal + phosphate	Indo-Pacific	(26.5,26.75]	-0.4775422	-0.4899783	-0.4594370
sal + phosphate	Indo-Pacific	(26.75,27]	-0.3823476	-0.4067715	-0.3611708
sal + phosphate	Indo-Pacific	(27,27.25]	-0.1163300	-0.1384289	-0.0847434
sal + phosphate	Indo-Pacific	(27.25,27.5]	0.0561589	0.0485061	0.0696524
sal + phosphate	Indo-Pacific	(27.5,27.75]	0.1498737	0.1443595	0.1562941
sal + phosphate	Indo-Pacific	(27.75,27.85]	0.0389329	0.0310226	0.0525310
sal + phosphate	Indo-Pacific	(27.85,27.95]	-0.2557095	-0.2744789	-0.2342110
sal + phosphate	Indo-Pacific	(27.95,28.05]	-0.4047379	-0.4315065	-0.3648142
sal + phosphate	Indo-Pacific	(28.05,28.1]	-0.1811693	-0.1958424	-0.1591635
sal + phosphate	Indo-Pacific	(28.1,28.2]	0.3070439	0.2503314	0.3553459
sal + phosphate	Indo-Pacific	(28.2,28.3]	0.6835350	0.6734938	0.6988029
sal + phosphate	Indo-Pacific	(28.3, Inf]	0.2490919	0.2351742	0.2690695
sal + phosphate_star	Atlantic	(-Inf,26]	-0.6573381	-0.6837427	-0.6418051
sal + phosphate_star	Atlantic	(26,26.5]	-0.7672938	-0.7836770	-0.7414587
sal + phosphate_star	Atlantic	(26.5,26.75]	-0.8749463	-0.8805446	-0.8708661
sal + phosphate_star	Atlantic	(26.75,27]	-0.9218500	-0.9298318	-0.9159209
sal + phosphate_star	Atlantic	(27,27.25]	-0.9594411	-0.9644971	-0.9555112
sal + phosphate_star	Atlantic	(27.25,27.5]	-0.9603212	-0.9614576	-0.9583053
sal + phosphate_star	Atlantic	(27.5,27.75]	-0.9401200	-0.9481848	-0.9337004
sal + phosphate_star	Atlantic	(27.75,27.85]	-0.9706767	-0.9724225	-0.9686762
sal + phosphate_star	Atlantic	(27.85,27.95]	-0.9684386	-0.9762710	-0.9626401
sal + phosphate_star	Atlantic	(27.95,28.05]	-0.9866553	-0.9881440	-0.9846138
sal + phosphate_star	Atlantic	(28.05,28.1]	-0.9887381	-0.9902504	-0.9876928
sal + phosphate_star	Atlantic	(28.1,28.15]	-0.9819109	-0.9827528	-0.9812209
sal + phosphate_star	Atlantic	(28.15,28.2]	-0.9654357	-0.9692911	-0.9604074
sal + phosphate_star	Atlantic	(28.2, Inf]	-0.8662278	-0.8861180	-0.8490550
sal + phosphate_star	Indo-Pacific	(-Inf,26]	-0.6825345	-0.7005747	-0.6593124
sal + phosphate_star	Indo-Pacific	(26,26.5]	-0.7799602	-0.7857056	-0.7710934
sal + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.7627191	-0.7661049	-0.7562880
sal + phosphate_star	Indo-Pacific	(26.75,27]	-0.6303174	-0.6503927	-0.6013289
sal + phosphate_star	Indo-Pacific	(27,27.25]	-0.2677883	-0.2776743	-0.2491648
sal + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.0480865	-0.0575997	-0.0359597
sal + phosphate_star	Indo-Pacific	(27.5,27.75]	0.0147282	0.0101721	0.0198185
sal + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.1214741	-0.1416340	-0.1027031
sal + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.4091461	-0.4260522	-0.3919177
sal + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.6984437	-0.7173127	-0.6818350
sal + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.6348903	-0.6363367	-0.6331248
sal + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.1881484	-0.2291413	-0.1544464
sal + phosphate_star	Indo-Pacific	(28.2,28.3]	0.3785190	0.3195540	0.4622564
sal + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.1779430	-0.2329050	-0.1310721
sal + silicate	Atlantic	(-Inf,26]	-0.4060614	-0.4455448	-0.3523332
sal + silicate	Atlantic	(26,26.5]	-0.3765141	-0.4038878	-0.3501384
sal + silicate	Atlantic	(26.5,26.75]	-0.4273408	-0.4738389	-0.3801359
sal + silicate	Atlantic	(26.75,27]	-0.6593738	-0.6663029	-0.6457306
sal + silicate	Atlantic	(27,27.25]	-0.5815898	-0.6054015	-0.5612648
sal + silicate	Atlantic	(27.25,27.5]	-0.4801590	-0.4957448	-0.4708002
sal + silicate	Atlantic	(27.5,27.75]	-0.6513890	-0.6723620	-0.6283316
sal + silicate	Atlantic	(27.75,27.85]	-0.6927930	-0.7078148	-0.6728049
sal + silicate	Atlantic	(27.85,27.95]	-0.6601081	-0.6623517	-0.6573180
sal + silicate	Atlantic	(27.95,28.05]	-0.5316588	-0.5351604	-0.5287862
sal + silicate	Atlantic	(28.05,28.1]	0.1799025	0.1688780	0.1952202
sal + silicate	Atlantic	(28.1,28.15]	0.2868182	0.2609865	0.3179544
sal + silicate	Atlantic	(28.15,28.2]	-0.0028331	-0.0442511	0.0290075
sal + silicate	Atlantic	(28.2, Inf]	-0.2756562	-0.2934885	-0.2521911
sal + silicate	Indo-Pacific	(-Inf,26]	-0.5276546	-0.5436896	-0.4994523
sal + silicate	Indo-Pacific	(26,26.5]	-0.5378141	-0.5688025	-0.5082052
sal + silicate	Indo-Pacific	(26.5,26.75]	-0.5677128	-0.5809330	-0.5541591
sal + silicate	Indo-Pacific	(26.75,27]	-0.5153300	-0.5391181	-0.4919992
sal + silicate	Indo-Pacific	(27,27.25]	-0.3270671	-0.3548011	-0.2970108
sal + silicate	Indo-Pacific	(27.25,27.5]	-0.1040782	-0.1094595	-0.0966332
sal + silicate	Indo-Pacific	(27.5,27.75]	0.0783028	0.0662689	0.0900227
sal + silicate	Indo-Pacific	(27.75,27.85]	0.0169746	0.0049582	0.0312094
sal + silicate	Indo-Pacific	(27.85,27.95]	-0.2266008	-0.2422660	-0.2035908
sal + silicate	Indo-Pacific	(27.95,28.05]	-0.3667152	-0.3979387	-0.3254211
sal + silicate	Indo-Pacific	(28.05,28.1]	-0.0055052	-0.0216857	0.0093344
sal + silicate	Indo-Pacific	(28.1,28.2]	0.4341832	0.3878612	0.4655624
sal + silicate	Indo-Pacific	(28.2,28.3]	0.6744874	0.6626167	0.6864740
sal + silicate	Indo-Pacific	(28.3, Inf]	0.4546746	0.3701894	0.5127831
sal + temp	Atlantic	(-Inf,26]	0.8191655	0.7960013	0.8329389
sal + temp	Atlantic	(26,26.5]	0.9607031	0.9572744	0.9662469
sal + temp	Atlantic	(26.5,26.75]	0.9767534	0.9745213	0.9793617
sal + temp	Atlantic	(26.75,27]	0.9691447	0.9655674	0.9725619
sal + temp	Atlantic	(27,27.25]	0.9733169	0.9720233	0.9750263
sal + temp	Atlantic	(27.25,27.5]	0.9649952	0.9629116	0.9664300
sal + temp	Atlantic	(27.5,27.75]	0.9487284	0.9437517	0.9525391
sal + temp	Atlantic	(27.75,27.85]	0.9791345	0.9777722	0.9806646
sal + temp	Atlantic	(27.85,27.95]	0.9724693	0.9721063	0.9729060
sal + temp	Atlantic	(27.95,28.05]	0.9874152	0.9868969	0.9880608
sal + temp	Atlantic	(28.05,28.1]	0.9878404	0.9875198	0.9881406
sal + temp	Atlantic	(28.1,28.15]	0.9874183	0.9868453	0.9884323
sal + temp	Atlantic	(28.15,28.2]	0.9866624	0.9860916	0.9872019
sal + temp	Atlantic	(28.2, Inf]	0.6741325	0.6220105	0.7455557
sal + temp	Indo-Pacific	(-Inf,26]	0.6932299	0.6903115	0.6964954
sal + temp	Indo-Pacific	(26,26.5]	0.9587082	0.9577448	0.9601014
sal + temp	Indo-Pacific	(26.5,26.75]	0.9814293	0.9811191	0.9816574
sal + temp	Indo-Pacific	(26.75,27]	0.9812298	0.9805844	0.9816059
sal + temp	Indo-Pacific	(27,27.25]	0.9674973	0.9667888	0.9680024
sal + temp	Indo-Pacific	(27.25,27.5]	0.9315127	0.9309407	0.9325345
sal + temp	Indo-Pacific	(27.5,27.75]	0.8841929	0.8820502	0.8867165
sal + temp	Indo-Pacific	(27.75,27.85]	0.9343471	0.9338009	0.9349306
sal + temp	Indo-Pacific	(27.85,27.95]	0.9127499	0.9094281	0.9166801
sal + temp	Indo-Pacific	(27.95,28.05]	0.9460335	0.9437137	0.9476571
sal + temp	Indo-Pacific	(28.05,28.1]	0.9677123	0.9647435	0.9701113
sal + temp	Indo-Pacific	(28.1,28.2]	0.9658673	0.9586796	0.9730854
sal + temp	Indo-Pacific	(28.2,28.3]	0.7828789	0.7573770	0.8261698
sal + temp	Indo-Pacific	(28.3, Inf]	0.4007866	0.2589077	0.4808081
silicate + phosphate	Atlantic	(-Inf,26]	0.8756890	0.8586290	0.9017612
silicate + phosphate	Atlantic	(26,26.5]	0.9454311	0.9430888	0.9467382
silicate + phosphate	Atlantic	(26.5,26.75]	0.9250742	0.9224863	0.9294303
silicate + phosphate	Atlantic	(26.75,27]	0.8946769	0.8838218	0.9043970
silicate + phosphate	Atlantic	(27,27.25]	0.8680830	0.8557857	0.8817827
silicate + phosphate	Atlantic	(27.25,27.5]	0.7734845	0.7538349	0.7963921
silicate + phosphate	Atlantic	(27.5,27.75]	0.7677788	0.7563845	0.7795507
silicate + phosphate	Atlantic	(27.75,27.85]	0.8191551	0.8157082	0.8215332
silicate + phosphate	Atlantic	(27.85,27.95]	0.8305240	0.8195192	0.8407591
silicate + phosphate	Atlantic	(27.95,28.05]	0.7340590	0.7205298	0.7483195
silicate + phosphate	Atlantic	(28.05,28.1]	0.2339901	0.2236657	0.2441196
silicate + phosphate	Atlantic	(28.1,28.15]	0.1495773	0.1087502	0.1726354
silicate + phosphate	Atlantic	(28.15,28.2]	0.4224229	0.4008245	0.4419103
silicate + phosphate	Atlantic	(28.2, Inf]	0.6428570	0.6349617	0.6513805
silicate + phosphate	Indo-Pacific	(-Inf,26]	0.9228219	0.9196981	0.9249715
silicate + phosphate	Indo-Pacific	(26,26.5]	0.9060363	0.9010901	0.9107382
silicate + phosphate	Indo-Pacific	(26.5,26.75]	0.9066969	0.9032211	0.9113586
silicate + phosphate	Indo-Pacific	(26.75,27]	0.9069070	0.9033255	0.9115629
silicate + phosphate	Indo-Pacific	(27,27.25]	0.8751989	0.8738601	0.8771378
silicate + phosphate	Indo-Pacific	(27.25,27.5]	0.8715576	0.8704958	0.8728850
silicate + phosphate	Indo-Pacific	(27.5,27.75]	0.8941940	0.8934223	0.8950565
silicate + phosphate	Indo-Pacific	(27.75,27.85]	0.9126833	0.9102958	0.9158551
silicate + phosphate	Indo-Pacific	(27.85,27.95]	0.9184533	0.9134743	0.9254331
silicate + phosphate	Indo-Pacific	(27.95,28.05]	0.9305060	0.9298421	0.9309629
silicate + phosphate	Indo-Pacific	(28.05,28.1]	0.9295449	0.9264903	0.9338206
silicate + phosphate	Indo-Pacific	(28.1,28.2]	0.8908352	0.8840001	0.8966626
silicate + phosphate	Indo-Pacific	(28.2,28.3]	0.9426866	0.9321313	0.9550025
silicate + phosphate	Indo-Pacific	(28.3, Inf]	0.6639758	0.5499258	0.7603011
silicate + phosphate_star	Atlantic	(-Inf,26]	0.7221336	0.7072773	0.7460810
silicate + phosphate_star	Atlantic	(26,26.5]	0.7983395	0.7812459	0.8143117
silicate + phosphate_star	Atlantic	(26.5,26.75]	0.7758570	0.7543328	0.8063361
silicate + phosphate_star	Atlantic	(26.75,27]	0.8469611	0.8381324	0.8588727
silicate + phosphate_star	Atlantic	(27,27.25]	0.7035771	0.6656913	0.7366845
silicate + phosphate_star	Atlantic	(27.25,27.5]	0.5995532	0.5788406	0.6201229
silicate + phosphate_star	Atlantic	(27.5,27.75]	0.7682559	0.7599699	0.7759470
silicate + phosphate_star	Atlantic	(27.75,27.85]	0.7923336	0.7654273	0.8106977
silicate + phosphate_star	Atlantic	(27.85,27.95]	0.7549288	0.7283548	0.7754395
silicate + phosphate_star	Atlantic	(27.95,28.05]	0.6024182	0.5928831	0.6084847
silicate + phosphate_star	Atlantic	(28.05,28.1]	-0.0625561	-0.0763346	-0.0468369
silicate + phosphate_star	Atlantic	(28.1,28.15]	-0.1297072	-0.1654835	-0.1049415
silicate + phosphate_star	Atlantic	(28.15,28.2]	0.2221387	0.1841160	0.2521952
silicate + phosphate_star	Atlantic	(28.2, Inf]	0.6528925	0.6472048	0.6596133
silicate + phosphate_star	Indo-Pacific	(-Inf,26]	0.8647103	0.8566106	0.8715842
silicate + phosphate_star	Indo-Pacific	(26,26.5]	0.8615626	0.8526654	0.8753188
silicate + phosphate_star	Indo-Pacific	(26.5,26.75]	0.8742207	0.8615847	0.8849952
silicate + phosphate_star	Indo-Pacific	(26.75,27]	0.8508483	0.8493843	0.8519421
silicate + phosphate_star	Indo-Pacific	(27,27.25]	0.7868984	0.7819147	0.7945287
silicate + phosphate_star	Indo-Pacific	(27.25,27.5]	0.7759383	0.7732054	0.7803639
silicate + phosphate_star	Indo-Pacific	(27.5,27.75]	0.7936495	0.7906619	0.7959239
silicate + phosphate_star	Indo-Pacific	(27.75,27.85]	0.8062592	0.7990956	0.8104491
silicate + phosphate_star	Indo-Pacific	(27.85,27.95]	0.8238822	0.8162313	0.8297232
silicate + phosphate_star	Indo-Pacific	(27.95,28.05]	0.8519597	0.8427595	0.8585236
silicate + phosphate_star	Indo-Pacific	(28.05,28.1]	0.6857544	0.6754898	0.6985568
silicate + phosphate_star	Indo-Pacific	(28.1,28.2]	0.6046916	0.5918810	0.6168471
silicate + phosphate_star	Indo-Pacific	(28.2,28.3]	0.7043592	0.6975784	0.7102613
silicate + phosphate_star	Indo-Pacific	(28.3, Inf]	0.4929109	0.3811632	0.5705119
temp + aou	Atlantic	(-Inf,26]	-0.3057155	-0.3548676	-0.2782154
temp + aou	Atlantic	(26,26.5]	-0.1346134	-0.1824061	-0.0955414
temp + aou	Atlantic	(26.5,26.75]	-0.0055294	-0.0320320	0.0315988
temp + aou	Atlantic	(26.75,27]	-0.2293824	-0.2609168	-0.2123537
temp + aou	Atlantic	(27,27.25]	0.0642896	-0.0008810	0.1292063
temp + aou	Atlantic	(27.25,27.5]	0.3113433	0.2760204	0.3405115
temp + aou	Atlantic	(27.5,27.75]	0.1304076	0.1045128	0.1674210
temp + aou	Atlantic	(27.75,27.85]	-0.0323613	-0.0537289	0.0056206
temp + aou	Atlantic	(27.85,27.95]	-0.0267769	-0.0519418	-0.0135267
temp + aou	Atlantic	(27.95,28.05]	-0.2357772	-0.2605937	-0.1933927
temp + aou	Atlantic	(28.05,28.1]	-0.6145285	-0.6683076	-0.5690061
temp + aou	Atlantic	(28.1,28.15]	-0.6770592	-0.7167876	-0.6430350
temp + aou	Atlantic	(28.15,28.2]	-0.7346631	-0.7686045	-0.6810870
temp + aou	Atlantic	(28.2, Inf]	-0.4842062	-0.5679996	-0.3966118
temp + aou	Indo-Pacific	(-Inf,26]	-0.4240602	-0.4366975	-0.4076246
temp + aou	Indo-Pacific	(26,26.5]	-0.2648992	-0.3095759	-0.2210446
temp + aou	Indo-Pacific	(26.5,26.75]	-0.2450473	-0.2703046	-0.2120974
temp + aou	Indo-Pacific	(26.75,27]	-0.2165831	-0.2307258	-0.2082493
temp + aou	Indo-Pacific	(27,27.25]	-0.0611948	-0.0823443	-0.0313095
temp + aou	Indo-Pacific	(27.25,27.5]	0.1284827	0.1188055	0.1379587
temp + aou	Indo-Pacific	(27.5,27.75]	0.2566522	0.2480086	0.2612850
temp + aou	Indo-Pacific	(27.75,27.85]	0.1729859	0.1646492	0.1894097
temp + aou	Indo-Pacific	(27.85,27.95]	-0.0360289	-0.0517286	-0.0061992
temp + aou	Indo-Pacific	(27.95,28.05]	-0.2187118	-0.2523150	-0.1649935
temp + aou	Indo-Pacific	(28.05,28.1]	0.0114530	0.0019754	0.0279838
temp + aou	Indo-Pacific	(28.1,28.2]	0.3764193	0.3451336	0.4000393
temp + aou	Indo-Pacific	(28.2,28.3]	0.4563603	0.4339389	0.4766324
temp + aou	Indo-Pacific	(28.3, Inf]	0.4567460	0.4117355	0.5183797
temp + nitrate	Atlantic	(-Inf,26]	-0.5475697	-0.5935164	-0.5173162
temp + nitrate	Atlantic	(26,26.5]	-0.3763193	-0.3933155	-0.3529754
temp + nitrate	Atlantic	(26.5,26.75]	-0.2248176	-0.2519047	-0.1846763
temp + nitrate	Atlantic	(26.75,27]	-0.3967567	-0.4250147	-0.3662043
temp + nitrate	Atlantic	(27,27.25]	-0.2285705	-0.2784291	-0.1878790
temp + nitrate	Atlantic	(27.25,27.5]	-0.0486172	-0.0773370	-0.0318504
temp + nitrate	Atlantic	(27.5,27.75]	-0.2349954	-0.2774527	-0.1787375
temp + nitrate	Atlantic	(27.75,27.85]	-0.5350041	-0.5587222	-0.5110323
temp + nitrate	Atlantic	(27.85,27.95]	-0.4565635	-0.4740312	-0.4432354
temp + nitrate	Atlantic	(27.95,28.05]	-0.6885396	-0.7114001	-0.6623135
temp + nitrate	Atlantic	(28.05,28.1]	-0.8363325	-0.8490917	-0.8249211
temp + nitrate	Atlantic	(28.1,28.15]	-0.8090488	-0.8196670	-0.8019482
temp + nitrate	Atlantic	(28.15,28.2]	-0.7952329	-0.8111219	-0.7832007
temp + nitrate	Atlantic	(28.2, Inf]	-0.4870380	-0.5763993	-0.4213917
temp + nitrate	Indo-Pacific	(-Inf,26]	-0.6345756	-0.6460980	-0.6217345
temp + nitrate	Indo-Pacific	(26,26.5]	-0.4859224	-0.5158959	-0.4600100
temp + nitrate	Indo-Pacific	(26.5,26.75]	-0.5130832	-0.5288555	-0.4915088
temp + nitrate	Indo-Pacific	(26.75,27]	-0.5079045	-0.5263600	-0.4876210
temp + nitrate	Indo-Pacific	(27,27.25]	-0.4782244	-0.4881480	-0.4718583
temp + nitrate	Indo-Pacific	(27.25,27.5]	-0.3219920	-0.3280239	-0.3181669
temp + nitrate	Indo-Pacific	(27.5,27.75]	-0.2402653	-0.2480744	-0.2348221
temp + nitrate	Indo-Pacific	(27.75,27.85]	-0.2160386	-0.2276162	-0.2076781
temp + nitrate	Indo-Pacific	(27.85,27.95]	-0.2163962	-0.2340409	-0.2026843
temp + nitrate	Indo-Pacific	(27.95,28.05]	-0.4367037	-0.4712133	-0.3748510
temp + nitrate	Indo-Pacific	(28.05,28.1]	-0.0377215	-0.0519570	-0.0171412
temp + nitrate	Indo-Pacific	(28.1,28.2]	0.3760976	0.3364608	0.4105227
temp + nitrate	Indo-Pacific	(28.2,28.3]	0.6743302	0.6546985	0.7038270
temp + nitrate	Indo-Pacific	(28.3, Inf]	0.1310270	0.0404141	0.3102075
temp + phosphate	Atlantic	(-Inf,26]	-0.5346156	-0.5878066	-0.5075427
temp + phosphate	Atlantic	(26,26.5]	-0.3558804	-0.3823228	-0.3363591
temp + phosphate	Atlantic	(26.5,26.75]	-0.2272538	-0.2489163	-0.1872281
temp + phosphate	Atlantic	(26.75,27]	-0.4282210	-0.4513486	-0.4092999
temp + phosphate	Atlantic	(27,27.25]	-0.2171121	-0.2722822	-0.1634279
temp + phosphate	Atlantic	(27.25,27.5]	-0.0067066	-0.0396728	0.0225369
temp + phosphate	Atlantic	(27.5,27.75]	-0.1310455	-0.1700898	-0.0840368
temp + phosphate	Atlantic	(27.75,27.85]	-0.2884963	-0.3188659	-0.2464257
temp + phosphate	Atlantic	(27.85,27.95]	-0.2806046	-0.3045240	-0.2585973
temp + phosphate	Atlantic	(27.95,28.05]	-0.6286458	-0.6511477	-0.5981260
temp + phosphate	Atlantic	(28.05,28.1]	-0.8260564	-0.8380653	-0.8151999
temp + phosphate	Atlantic	(28.1,28.15]	-0.7997469	-0.8084995	-0.7933270
temp + phosphate	Atlantic	(28.15,28.2]	-0.7903387	-0.8079559	-0.7786247
temp + phosphate	Atlantic	(28.2, Inf]	-0.4712737	-0.5616242	-0.4052773
temp + phosphate	Indo-Pacific	(-Inf,26]	-0.5695528	-0.5783072	-0.5558225
temp + phosphate	Indo-Pacific	(26,26.5]	-0.4766483	-0.5028106	-0.4487362
temp + phosphate	Indo-Pacific	(26.5,26.75]	-0.4461118	-0.4566436	-0.4252250
temp + phosphate	Indo-Pacific	(26.75,27]	-0.3810096	-0.3986455	-0.3648879
temp + phosphate	Indo-Pacific	(27,27.25]	-0.1268908	-0.1406825	-0.1033766
temp + phosphate	Indo-Pacific	(27.25,27.5]	0.0696582	0.0624875	0.0818687
temp + phosphate	Indo-Pacific	(27.5,27.75]	0.1736524	0.1697830	0.1775957
temp + phosphate	Indo-Pacific	(27.75,27.85]	0.1199570	0.1110024	0.1371817
temp + phosphate	Indo-Pacific	(27.85,27.95]	-0.0614751	-0.0793910	-0.0318421
temp + phosphate	Indo-Pacific	(27.95,28.05]	-0.2529921	-0.2883096	-0.1986934
temp + phosphate	Indo-Pacific	(28.05,28.1]	-0.0152928	-0.0260278	0.0031805
temp + phosphate	Indo-Pacific	(28.1,28.2]	0.3831996	0.3438703	0.4161777
temp + phosphate	Indo-Pacific	(28.2,28.3]	0.6627335	0.6473386	0.6891926
temp + phosphate	Indo-Pacific	(28.3, Inf]	0.1381676	0.0507744	0.3090710
temp + phosphate_star	Atlantic	(-Inf,26]	-0.8096104	-0.8323320	-0.7850189
temp + phosphate_star	Atlantic	(26,26.5]	-0.8297480	-0.8363624	-0.8202119
temp + phosphate_star	Atlantic	(26.5,26.75]	-0.8841276	-0.8928025	-0.8789057
temp + phosphate_star	Atlantic	(26.75,27]	-0.9321542	-0.9369496	-0.9259738
temp + phosphate_star	Atlantic	(27,27.25]	-0.9540685	-0.9624282	-0.9498237
temp + phosphate_star	Atlantic	(27.25,27.5]	-0.9670241	-0.9681975	-0.9664294
temp + phosphate_star	Atlantic	(27.5,27.75]	-0.9284900	-0.9369644	-0.9218528
temp + phosphate_star	Atlantic	(27.75,27.85]	-0.9553792	-0.9563831	-0.9543287
temp + phosphate_star	Atlantic	(27.85,27.95]	-0.9557517	-0.9649140	-0.9482942
temp + phosphate_star	Atlantic	(27.95,28.05]	-0.9813554	-0.9827325	-0.9803903
temp + phosphate_star	Atlantic	(28.05,28.1]	-0.9737667	-0.9752870	-0.9728889
temp + phosphate_star	Atlantic	(28.1,28.15]	-0.9519052	-0.9538564	-0.9500391
temp + phosphate_star	Atlantic	(28.15,28.2]	-0.9203778	-0.9255053	-0.9115559
temp + phosphate_star	Atlantic	(28.2, Inf]	-0.5888329	-0.6675340	-0.5349522
temp + phosphate_star	Indo-Pacific	(-Inf,26]	-0.8104367	-0.8246665	-0.7915156
temp + phosphate_star	Indo-Pacific	(26,26.5]	-0.8047054	-0.8095726	-0.7980399
temp + phosphate_star	Indo-Pacific	(26.5,26.75]	-0.7612371	-0.7699945	-0.7497714
temp + phosphate_star	Indo-Pacific	(26.75,27]	-0.6391294	-0.6546955	-0.6132832
temp + phosphate_star	Indo-Pacific	(27,27.25]	-0.2742643	-0.2825919	-0.2614930
temp + phosphate_star	Indo-Pacific	(27.25,27.5]	-0.0437589	-0.0526001	-0.0324739
temp + phosphate_star	Indo-Pacific	(27.5,27.75]	0.0219020	0.0164981	0.0257505
temp + phosphate_star	Indo-Pacific	(27.75,27.85]	-0.0586019	-0.0798907	-0.0361958
temp + phosphate_star	Indo-Pacific	(27.85,27.95]	-0.2407465	-0.2581836	-0.2161660
temp + phosphate_star	Indo-Pacific	(27.95,28.05]	-0.5644334	-0.5920141	-0.5357020
temp + phosphate_star	Indo-Pacific	(28.05,28.1]	-0.4682662	-0.4719845	-0.4654265
temp + phosphate_star	Indo-Pacific	(28.1,28.2]	-0.0687081	-0.0939371	-0.0491635
temp + phosphate_star	Indo-Pacific	(28.2,28.3]	0.4265050	0.3578681	0.5291881
temp + phosphate_star	Indo-Pacific	(28.3, Inf]	-0.2353400	-0.3612327	-0.0580264
temp + silicate	Atlantic	(-Inf,26]	-0.5370005	-0.5813442	-0.5000025
temp + silicate	Atlantic	(26,26.5]	-0.4592857	-0.4776146	-0.4253509
temp + silicate	Atlantic	(26.5,26.75]	-0.4433019	-0.4889582	-0.3961738
temp + silicate	Atlantic	(26.75,27]	-0.6587427	-0.6623353	-0.6527479
temp + silicate	Atlantic	(27,27.25]	-0.5263733	-0.5461625	-0.5082842
temp + silicate	Atlantic	(27.25,27.5]	-0.4734870	-0.4852603	-0.4632605
temp + silicate	Atlantic	(27.5,27.75]	-0.6007368	-0.6189809	-0.5727679
temp + silicate	Atlantic	(27.75,27.85]	-0.6334290	-0.6544671	-0.6049286
temp + silicate	Atlantic	(27.85,27.95]	-0.5784985	-0.5812226	-0.5767380
temp + silicate	Atlantic	(27.95,28.05]	-0.5257621	-0.5300014	-0.5215478
temp + silicate	Atlantic	(28.05,28.1]	0.2363936	0.2265199	0.2509703
temp + silicate	Atlantic	(28.1,28.15]	0.3707948	0.3478115	0.3956077
temp + silicate	Atlantic	(28.15,28.2]	0.1087874	0.0713632	0.1382851
temp + silicate	Atlantic	(28.2, Inf]	-0.1935900	-0.2214635	-0.1767184
temp + silicate	Indo-Pacific	(-Inf,26]	-0.5909072	-0.6066096	-0.5658699
temp + silicate	Indo-Pacific	(26,26.5]	-0.5472836	-0.5749969	-0.5233018
temp + silicate	Indo-Pacific	(26.5,26.75]	-0.5546102	-0.5633782	-0.5379253
temp + silicate	Indo-Pacific	(26.75,27]	-0.5299808	-0.5480139	-0.5102153
temp + silicate	Indo-Pacific	(27,27.25]	-0.3691410	-0.3874894	-0.3466624
temp + silicate	Indo-Pacific	(27.25,27.5]	-0.1207213	-0.1278989	-0.1136342
temp + silicate	Indo-Pacific	(27.5,27.75]	0.0600822	0.0469873	0.0686532
temp + silicate	Indo-Pacific	(27.75,27.85]	0.1051157	0.0896629	0.1206410
temp + silicate	Indo-Pacific	(27.85,27.95]	-0.0361500	-0.0522802	-0.0044234
temp + silicate	Indo-Pacific	(27.95,28.05]	-0.2207551	-0.2604608	-0.1655887
temp + silicate	Indo-Pacific	(28.05,28.1]	0.1517084	0.1408944	0.1618605
temp + silicate	Indo-Pacific	(28.1,28.2]	0.4473972	0.4124393	0.4682343
temp + silicate	Indo-Pacific	(28.2,28.3]	0.6160647	0.6050062	0.6366239
temp + silicate	Indo-Pacific	(28.3, Inf]	0.2096663	0.1209152	0.3786118

rm(cor_predictors, cor_predictors_stats)

2.2.3 C* vs individual predictors

Below, the range of correlations coefficients for C* with each predictor is plotted per basin (facet) and density slab (color). Note that the range indicates the min and max values of in total 3 calculated coefficients (one per era).

cor_target_predictor <- cor_target_predictor %>% 
  rename(predictor = term)

# calculate min, max, mean across all eras
cor_target_predictor_stats <- cor_target_predictor %>%
  select(-era) %>% 
  group_by(predictor, basin, gamma_slab) %>% 
  summarise_all(list(mean_r = mean, min_r = min, max_r = max)) %>% 
  ungroup()

# plot figure
cor_target_predictor_stats %>% 
  mutate(predictor = reorder(predictor, mean_r)) %>%
  ggplot() +
  geom_vline(xintercept = c(-0.9, 0.9), col = "red") +
  geom_vline(xintercept = 0) +
  geom_linerange(
    aes(y = predictor, xmin = min_r, xmax = max_r, col = gamma_slab),
    position = position_dodge(width = 0.6)) +
  facet_wrap(~basin) +
  scale_color_viridis_d(direction = -1) +
  labs(x = "correlation coefficient", y = "C* correlation with...") +
  theme(legend.position = "top")

Version	Author	Date
90a9da5	Donghe-Zhu	2021-06-25
bb413c8	Donghe-Zhu	2021-06-25
e7a5266	Donghe-Zhu	2021-06-24
7c57720	Donghe-Zhu	2021-06-24
b5b95a9	Donghe-Zhu	2021-06-24
472aad4	Donghe-Zhu	2021-06-24
d517836	Donghe-Zhu	2021-06-24
9221bfe	Donghe-Zhu	2021-06-24
bff5fbf	Donghe-Zhu	2021-06-23
256a616	Donghe-Zhu	2021-06-23
00072e2	Donghe-Zhu	2021-06-23
7431530	Donghe-Zhu	2021-06-20
d20c383	Donghe-Zhu	2021-06-18
b0874a2	Donghe-Zhu	2021-06-17
72c2f2e	Donghe-Zhu	2021-06-15
d97dcb6	Donghe-Zhu	2021-06-08
25dda1d	Donghe-Zhu	2021-06-08
bd2bcc3	Donghe-Zhu	2021-06-08
e9b27d7	Donghe-Zhu	2021-06-07
7ae0d4b	Donghe-Zhu	2021-06-07
325391f	Donghe-Zhu	2021-06-07
ed89970	Donghe-Zhu	2021-06-07
df37958	Donghe-Zhu	2021-06-07
812bf63	Donghe-Zhu	2021-06-06
65c89c8	Donghe-Zhu	2021-06-06
9baa3b2	Donghe-Zhu	2021-06-06
b7d99cf	Donghe-Zhu	2021-06-06
5d8fa90	Donghe-Zhu	2021-06-06
dbe2a95	Donghe-Zhu	2021-05-28
d50b039	Donghe-Zhu	2021-05-28
441ebe5	Donghe-Zhu	2021-05-28
6262ad3	Donghe-Zhu	2021-05-28
a61aa77	Donghe-Zhu	2021-05-28
b8dbce4	Donghe-Zhu	2021-05-28
94a833e	Donghe-Zhu	2021-05-27
5e0bd64	Donghe-Zhu	2021-05-27
af1eadd	Donghe-Zhu	2021-05-27
9179bfe	Donghe-Zhu	2021-05-27
28cbe5e	Donghe-Zhu	2021-05-27
a618f02	Donghe-Zhu	2021-05-27
4623e38	Donghe-Zhu	2021-05-27
b81bb49	Donghe-Zhu	2021-05-27
951e188	Donghe-Zhu	2021-05-27
e377833	Donghe-Zhu	2021-05-26
2705a04	Donghe-Zhu	2021-03-28
cd5f759	Donghe-Zhu	2021-03-28
75dda4d	Donghe-Zhu	2021-03-27
0b19f6e	Donghe-Zhu	2021-03-27
e2704ca	Donghe-Zhu	2021-03-27
3061a0b	Donghe-Zhu	2021-03-27
b883157	Donghe-Zhu	2021-03-27
d19654d	Donghe-Zhu	2021-03-26
1914a11	Donghe-Zhu	2021-03-24
8be810e	Donghe-Zhu	2021-03-23
bf19764	Donghe-Zhu	2021-03-22
3ec9d3d	Donghe-Zhu	2021-03-22
134ace1	Donghe-Zhu	2021-03-22
f6d70a4	Donghe-Zhu	2021-03-22
183443b	Donghe-Zhu	2021-03-21
2e6976b	Donghe-Zhu	2021-03-21
51a42bd	Donghe-Zhu	2021-03-16
f745381	Donghe-Zhu	2021-03-16
aecbf75	Donghe-Zhu	2021-03-14
1b2a0c2	Donghe-Zhu	2021-03-14
6733e48	Donghe-Zhu	2021-03-12
ba71e6a	Donghe-Zhu	2021-03-12
9dbf5bd	Donghe-Zhu	2021-03-11
a49df30	Donghe-Zhu	2021-03-11
b3348a5	Donghe-Zhu	2021-03-11
1c24ff7	Donghe-Zhu	2021-03-10
94ce5a8	Donghe-Zhu	2021-03-10
db33928	Donghe-Zhu	2021-03-10
3d1f470	Donghe-Zhu	2021-03-10
9b7bc66	Donghe-Zhu	2021-03-10
5365f80	Donghe-Zhu	2021-03-10
2b6c392	Donghe-Zhu	2021-03-10
9f58753	Donghe-Zhu	2021-03-10
9d5a62c	Donghe-Zhu	2021-03-10
5d1e70b	Donghe-Zhu	2021-03-10
2093979	Donghe-Zhu	2021-03-10
cc2a956	Donghe-Zhu	2021-03-10
17f1c4a	Donghe-Zhu	2021-03-09
02f7242	Donghe-Zhu	2021-03-09
1691156	Donghe-Zhu	2021-03-08
c0ceaf8	Donghe-Zhu	2021-03-08
058e0a1	Donghe-Zhu	2021-03-08
112dea0	Donghe-Zhu	2021-03-08
1843412	Donghe-Zhu	2021-03-08
3fbbfa4	Donghe-Zhu	2021-03-07
627c8fb	Donghe-Zhu	2021-03-07
8c1e978	Donghe-Zhu	2021-03-05
865f68c	Donghe-Zhu	2021-03-05
ee69bc1	Donghe-Zhu	2021-03-05
a79291f	Donghe-Zhu	2021-03-05
e8c6f30	Donghe-Zhu	2021-03-04
59288fe	Donghe-Zhu	2021-03-04
731abc8	Donghe-Zhu	2021-03-04
e2a5a33	Donghe-Zhu	2021-03-04
c7892c1	Donghe-Zhu	2021-03-04
924430b	Donghe-Zhu	2021-03-03
0d0bca1	Donghe-Zhu	2021-03-03
cb63c16	Donghe-Zhu	2021-03-03
ffda45a	Donghe-Zhu	2021-03-03
691ba81	Donghe-Zhu	2021-03-03
c5e45a2	Donghe-Zhu	2021-03-03
89c3e58	Donghe-Zhu	2021-03-03
c911669	Donghe-Zhu	2021-03-03
13666ca	Donghe-Zhu	2021-03-01
7a388f7	Donghe-Zhu	2021-03-01
799e913	Donghe-Zhu	2021-03-01
66ff99f	Donghe-Zhu	2021-03-01
ac9bb7a	Donghe-Zhu	2021-02-28
efdc047	Donghe-Zhu	2021-02-28
e9a7418	Donghe-Zhu	2021-02-28
54d5b5b	Donghe-Zhu	2021-02-27
330f064	Donghe-Zhu	2021-02-27
5937141	Donghe-Zhu	2021-02-27
4414bbf	Donghe-Zhu	2021-02-27
a265efb	Donghe-Zhu	2021-02-27
19edd1e	Donghe-Zhu	2021-02-27
f20483f	Donghe-Zhu	2021-02-26
6a2c7b3	Donghe-Zhu	2021-02-25
354c224	Donghe-Zhu	2021-02-24
1a0a88a	Donghe-Zhu	2021-02-24
57f701e	Donghe-Zhu	2021-02-24
06f3149	Donghe-Zhu	2021-02-16
5dce4b1	Donghe-Zhu	2021-02-15
4469a0c	Donghe-Zhu	2021-02-13
5ae6a69	Donghe-Zhu	2021-02-10
05385dc	Donghe-Zhu	2021-02-10
f791ae4	Donghe-Zhu	2021-02-09
f71ae34	Donghe-Zhu	2021-02-09
a145fa7	Donghe-Zhu	2021-02-09
c344e42	Donghe-Zhu	2021-02-08
1fad5f1	Donghe-Zhu	2021-02-07
ca03c39	Donghe-Zhu	2021-02-07
cd7c52c	Donghe-Zhu	2021-02-04
bcf84f4	Donghe-Zhu	2021-02-02
865b582	Donghe-Zhu	2021-01-31
3e68089	Donghe-Zhu	2021-01-31
ecf335c	Donghe-Zhu	2021-01-31
a618965	Donghe-Zhu	2021-01-31
59e006e	Donghe-Zhu	2021-01-31
a1c8f87	Donghe-Zhu	2021-01-31
ae5c18f	Donghe-Zhu	2021-01-31
b50fe52	Donghe-Zhu	2021-01-31
ac99ae5	jens-daniel-mueller	2021-01-29
b5bdcaf	Donghe-Zhu	2021-01-29
372adf5	Donghe-Zhu	2021-01-29
af8788e	Donghe-Zhu	2021-01-29
21c91c9	Donghe-Zhu	2021-01-29
eded038	Donghe-Zhu	2021-01-29
541d4dd	Donghe-Zhu	2021-01-29
6a75576	Donghe-Zhu	2021-01-28
16fba40	Donghe-Zhu	2021-01-28
12bc567	Donghe-Zhu	2021-01-27
ceed31b	Donghe-Zhu	2021-01-27
342402d	Donghe-Zhu	2021-01-27
5bad5c2	Donghe-Zhu	2021-01-27
61efb56	Donghe-Zhu	2021-01-25
48f638e	Donghe-Zhu	2021-01-25
c1cec47	Donghe-Zhu	2021-01-25
05ffb0c	Donghe-Zhu	2021-01-25
8b97165	Donghe-Zhu	2021-01-25
c569946	Donghe-Zhu	2021-01-24
a2f0d56	Donghe-Zhu	2021-01-23
28509fc	Donghe-Zhu	2021-01-23
4c28e4a	Donghe-Zhu	2021-01-22
24cc264	jens-daniel-mueller	2021-01-22
7891955	Donghe-Zhu	2021-01-21
d4cf1cb	Donghe-Zhu	2021-01-21
1f3e5b6	jens-daniel-mueller	2021-01-20
0e7bdf1	jens-daniel-mueller	2021-01-15
4571843	jens-daniel-mueller	2021-01-14
b3564aa	jens-daniel-mueller	2021-01-14
8d032c3	jens-daniel-mueller	2021-01-14
17dee1d	jens-daniel-mueller	2021-01-13
7cdea0c	jens-daniel-mueller	2021-01-06
fa85b93	jens-daniel-mueller	2021-01-06
e5cb81a	Donghe-Zhu	2021-01-05
a499f10	Donghe-Zhu	2021-01-05
fb8a752	Donghe-Zhu	2020-12-23
8fae0b2	Donghe-Zhu	2020-12-21
c8b76b3	jens-daniel-mueller	2020-12-19

# print table
kable(cor_target_predictor_stats) %>%
  add_header_above() %>%
  kable_styling() %>%
  scroll_box(width = "100%", height = "400px")

predictor	basin	gamma_slab	mean_r	min_r	max_r
aou	Atlantic	(-Inf,26]	-0.0332419	-0.0576066	0.0136141
aou	Atlantic	(26,26.5]	-0.2345494	-0.3110978	-0.1324492
aou	Atlantic	(26.5,26.75]	-0.0466095	-0.1668142	0.1727436
aou	Atlantic	(26.75,27]	0.0598118	-0.1509113	0.3331436
aou	Atlantic	(27,27.25]	0.0215368	-0.1614531	0.2742167
aou	Atlantic	(27.25,27.5]	0.2524679	0.0186654	0.5127874
aou	Atlantic	(27.5,27.75]	0.5072282	0.3497473	0.6829358
aou	Atlantic	(27.75,27.85]	0.3302985	0.0968320	0.6390370
aou	Atlantic	(27.85,27.95]	-0.1482927	-0.2958806	0.0111401
aou	Atlantic	(27.95,28.05]	-0.2915518	-0.3282391	-0.2656691
aou	Atlantic	(28.05,28.1]	-0.7368696	-0.7736766	-0.7006078
aou	Atlantic	(28.1,28.15]	-0.8155096	-0.8416190	-0.7954852
aou	Atlantic	(28.15,28.2]	-0.8312657	-0.8512815	-0.8026107
aou	Atlantic	(28.2, Inf]	-0.7358332	-0.7539620	-0.7067016
aou	Indo-Pacific	(-Inf,26]	-0.2010955	-0.3170678	-0.0882826
aou	Indo-Pacific	(26,26.5]	-0.3654974	-0.4479635	-0.2358905
aou	Indo-Pacific	(26.5,26.75]	-0.2692609	-0.3938867	-0.1285349
aou	Indo-Pacific	(26.75,27]	-0.0848072	-0.2149212	0.0608202
aou	Indo-Pacific	(27,27.25]	0.3720673	0.3047913	0.4580914
aou	Indo-Pacific	(27.25,27.5]	0.6691260	0.6346391	0.7164294
aou	Indo-Pacific	(27.5,27.75]	0.8387647	0.8238953	0.8614239
aou	Indo-Pacific	(27.75,27.85]	0.9281198	0.9090975	0.9456627
aou	Indo-Pacific	(27.85,27.95]	0.9613138	0.9498088	0.9741946
aou	Indo-Pacific	(27.95,28.05]	0.9821302	0.9752557	0.9894854
aou	Indo-Pacific	(28.05,28.1]	0.9795510	0.9663743	0.9884980
aou	Indo-Pacific	(28.1,28.2]	0.9315240	0.9150240	0.9470285
aou	Indo-Pacific	(28.2,28.3]	0.1194117	0.0148670	0.2420263
aou	Indo-Pacific	(28.3, Inf]	-0.1147770	-0.1567936	-0.0469388
nitrate	Atlantic	(-Inf,26]	0.0401186	-0.0010905	0.0718282
nitrate	Atlantic	(26,26.5]	-0.1997733	-0.2746603	-0.0926593
nitrate	Atlantic	(26.5,26.75]	-0.0007781	-0.1205620	0.2108215
nitrate	Atlantic	(26.75,27]	0.0124670	-0.1578584	0.2575735
nitrate	Atlantic	(27,27.25]	-0.1859194	-0.3375198	0.0328348
nitrate	Atlantic	(27.25,27.5]	-0.1988233	-0.3860607	0.0215217
nitrate	Atlantic	(27.5,27.75]	-0.3543503	-0.4158251	-0.2462395
nitrate	Atlantic	(27.75,27.85]	-0.3316119	-0.5367873	-0.0639436
nitrate	Atlantic	(27.85,27.95]	-0.4040155	-0.5361429	-0.2495417
nitrate	Atlantic	(27.95,28.05]	-0.4297394	-0.4472198	-0.3975294
nitrate	Atlantic	(28.05,28.1]	-0.7419218	-0.8204281	-0.6884729
nitrate	Atlantic	(28.1,28.15]	-0.8450443	-0.8930529	-0.7997386
nitrate	Atlantic	(28.15,28.2]	-0.8592273	-0.8657347	-0.8502798
nitrate	Atlantic	(28.2, Inf]	-0.8228179	-0.8468685	-0.8036646
nitrate	Indo-Pacific	(-Inf,26]	-0.2553352	-0.3509975	-0.1518955
nitrate	Indo-Pacific	(26,26.5]	-0.6782521	-0.7480616	-0.5807369
nitrate	Indo-Pacific	(26.5,26.75]	-0.7348861	-0.7770234	-0.6818109
nitrate	Indo-Pacific	(26.75,27]	-0.7970186	-0.8317138	-0.7593683
nitrate	Indo-Pacific	(27,27.25]	-0.8965211	-0.9228030	-0.8685551
nitrate	Indo-Pacific	(27.25,27.5]	-0.9194790	-0.9317278	-0.9078776
nitrate	Indo-Pacific	(27.5,27.75]	-0.8824188	-0.8947453	-0.8697169
nitrate	Indo-Pacific	(27.75,27.85]	-0.7252625	-0.7478194	-0.7067983
nitrate	Indo-Pacific	(27.85,27.95]	-0.4810926	-0.4966003	-0.4656642
nitrate	Indo-Pacific	(27.95,28.05]	0.6101489	0.5910089	0.6208597
nitrate	Indo-Pacific	(28.05,28.1]	0.9498080	0.9290616	0.9649294
nitrate	Indo-Pacific	(28.1,28.2]	0.9455573	0.9251135	0.9646319
nitrate	Indo-Pacific	(28.2,28.3]	0.4224436	0.3013596	0.5821242
nitrate	Indo-Pacific	(28.3, Inf]	-0.2742597	-0.2953749	-0.2550876
phosphate	Atlantic	(-Inf,26]	0.1097752	0.0698865	0.1454177
phosphate	Atlantic	(26,26.5]	-0.1807520	-0.2607405	-0.0700125
phosphate	Atlantic	(26.5,26.75]	-0.0160412	-0.1707051	0.2226398
phosphate	Atlantic	(26.75,27]	-0.0150176	-0.2416868	0.2800235
phosphate	Atlantic	(27,27.25]	-0.1386351	-0.3399350	0.1394216
phosphate	Atlantic	(27.25,27.5]	0.0598163	-0.1731828	0.3197700
phosphate	Atlantic	(27.5,27.75]	0.3856471	0.2403051	0.5506438
phosphate	Atlantic	(27.75,27.85]	0.1870005	-0.0576722	0.5038231
phosphate	Atlantic	(27.85,27.95]	-0.2835807	-0.4299605	-0.1318172
phosphate	Atlantic	(27.95,28.05]	-0.4486767	-0.4678934	-0.4147622
phosphate	Atlantic	(28.05,28.1]	-0.7675624	-0.8438981	-0.7150933
phosphate	Atlantic	(28.1,28.15]	-0.8553509	-0.8998931	-0.8133037
phosphate	Atlantic	(28.15,28.2]	-0.8629285	-0.8708933	-0.8541185
phosphate	Atlantic	(28.2, Inf]	-0.8239783	-0.8475353	-0.8041255
phosphate	Indo-Pacific	(-Inf,26]	-0.2617061	-0.3644016	-0.1509973
phosphate	Indo-Pacific	(26,26.5]	-0.4690257	-0.5514264	-0.3536103
phosphate	Indo-Pacific	(26.5,26.75]	-0.3551251	-0.4610771	-0.2276063
phosphate	Indo-Pacific	(26.75,27]	-0.0653943	-0.1640027	0.0616464
phosphate	Indo-Pacific	(27,27.25]	0.6090185	0.5547682	0.6733342
phosphate	Indo-Pacific	(27.25,27.5]	0.9007798	0.8833857	0.9233407
phosphate	Indo-Pacific	(27.5,27.75]	0.9551178	0.9475524	0.9653567
phosphate	Indo-Pacific	(27.75,27.85]	0.9697990	0.9555914	0.9817233
phosphate	Indo-Pacific	(27.85,27.95]	0.9789917	0.9697169	0.9882716
phosphate	Indo-Pacific	(27.95,28.05]	0.9812539	0.9740657	0.9888525
phosphate	Indo-Pacific	(28.05,28.1]	0.9763083	0.9609014	0.9876763
phosphate	Indo-Pacific	(28.1,28.2]	0.9450432	0.9248920	0.9641152
phosphate	Indo-Pacific	(28.2,28.3]	0.4348708	0.3227770	0.5828697
phosphate	Indo-Pacific	(28.3, Inf]	-0.2421207	-0.2563656	-0.2310942
phosphate_star	Atlantic	(-Inf,26]	0.2896636	0.2263953	0.3224936
phosphate_star	Atlantic	(26,26.5]	0.0968489	0.0446572	0.1781093
phosphate_star	Atlantic	(26.5,26.75]	0.1421092	-0.0611186	0.3236085
phosphate_star	Atlantic	(26.75,27]	-0.2178149	-0.4104201	0.0359448
phosphate_star	Atlantic	(27,27.25]	-0.5133937	-0.6226165	-0.3406713
phosphate_star	Atlantic	(27.25,27.5]	-0.5831673	-0.5932647	-0.5651342
phosphate_star	Atlantic	(27.5,27.75]	-0.2932119	-0.3155025	-0.2502767
phosphate_star	Atlantic	(27.75,27.85]	-0.3567680	-0.4598326	-0.2411295
phosphate_star	Atlantic	(27.85,27.95]	-0.3960224	-0.4416172	-0.3588293
phosphate_star	Atlantic	(27.95,28.05]	-0.3348276	-0.3942305	-0.2981825
phosphate_star	Atlantic	(28.05,28.1]	-0.6269972	-0.7813574	-0.5340983
phosphate_star	Atlantic	(28.1,28.15]	-0.7970371	-0.9069594	-0.7108494
phosphate_star	Atlantic	(28.15,28.2]	-0.8579883	-0.9092945	-0.8317480
phosphate_star	Atlantic	(28.2, Inf]	-0.8099479	-0.8368382	-0.7883865
phosphate_star	Indo-Pacific	(-Inf,26]	-0.2053993	-0.2711139	-0.1241703
phosphate_star	Indo-Pacific	(26,26.5]	-0.5775429	-0.6291721	-0.5095878
phosphate_star	Indo-Pacific	(26.5,26.75]	-0.4977091	-0.5528915	-0.4204822
phosphate_star	Indo-Pacific	(26.75,27]	-0.1542835	-0.1961448	-0.0768986
phosphate_star	Indo-Pacific	(27,27.25]	0.6304063	0.5918693	0.6722998
phosphate_star	Indo-Pacific	(27.25,27.5]	0.9189894	0.9129185	0.9281355
phosphate_star	Indo-Pacific	(27.5,27.75]	0.9476853	0.9470821	0.9483299
phosphate_star	Indo-Pacific	(27.75,27.85]	0.9527280	0.9510118	0.9560535
phosphate_star	Indo-Pacific	(27.85,27.95]	0.9558511	0.9525315	0.9575311
phosphate_star	Indo-Pacific	(27.95,28.05]	0.8942526	0.8887608	0.8988782
phosphate_star	Indo-Pacific	(28.05,28.1]	0.7583957	0.7468283	0.7656886
phosphate_star	Indo-Pacific	(28.1,28.2]	0.7379177	0.7214782	0.7499675
phosphate_star	Indo-Pacific	(28.2,28.3]	0.6979709	0.6565808	0.7653873
phosphate_star	Indo-Pacific	(28.3, Inf]	-0.2390374	-0.2703385	-0.2156114
sal	Atlantic	(-Inf,26]	-0.3498251	-0.3999436	-0.2970474
sal	Atlantic	(26,26.5]	-0.4531272	-0.4810316	-0.4047143
sal	Atlantic	(26.5,26.75]	-0.3193152	-0.4139393	-0.1593236
sal	Atlantic	(26.75,27]	0.1578980	-0.0321054	0.2864948
sal	Atlantic	(27,27.25]	0.5184597	0.3888776	0.5909457
sal	Atlantic	(27.25,27.5]	0.6137155	0.6001583	0.6258084
sal	Atlantic	(27.5,27.75]	0.4806521	0.4557405	0.5160596
sal	Atlantic	(27.75,27.85]	0.4458531	0.3934606	0.5005614
sal	Atlantic	(27.85,27.95]	0.2774433	0.2665576	0.2847500
sal	Atlantic	(27.95,28.05]	0.2383989	0.2070506	0.2967583
sal	Atlantic	(28.05,28.1]	0.5899330	0.4775423	0.7654915
sal	Atlantic	(28.1,28.15]	0.7510298	0.6438836	0.8852077
sal	Atlantic	(28.15,28.2]	0.8114947	0.7526157	0.9031159
sal	Atlantic	(28.2, Inf]	0.9486545	0.9456012	0.9507865
sal	Indo-Pacific	(-Inf,26]	0.3464760	0.3236577	0.3642451
sal	Indo-Pacific	(26,26.5]	0.5788553	0.5620701	0.5978727
sal	Indo-Pacific	(26.5,26.75]	0.6791864	0.6491418	0.7053244
sal	Indo-Pacific	(26.75,27]	0.6774703	0.6497287	0.6996389
sal	Indo-Pacific	(27,27.25]	0.4673720	0.4516134	0.4913341
sal	Indo-Pacific	(27.25,27.5]	0.2833283	0.2805336	0.2876296
sal	Indo-Pacific	(27.5,27.75]	0.2722217	0.2628627	0.2858945
sal	Indo-Pacific	(27.75,27.85]	0.0996969	0.0580301	0.1398776
sal	Indo-Pacific	(27.85,27.95]	-0.2494810	-0.2729915	-0.2071635
sal	Indo-Pacific	(27.95,28.05]	-0.3743525	-0.4014188	-0.3219946
sal	Indo-Pacific	(28.05,28.1]	-0.1492283	-0.2029806	-0.0853237
sal	Indo-Pacific	(28.1,28.2]	0.3257574	0.2228945	0.4390955
sal	Indo-Pacific	(28.2,28.3]	0.3321273	0.1521445	0.5740086
sal	Indo-Pacific	(28.3, Inf]	0.4813305	0.4210521	0.5682485
silicate	Atlantic	(-Inf,26]	-0.1823923	-0.2472676	-0.1404406
silicate	Atlantic	(26,26.5]	-0.2646721	-0.3284733	-0.1552475
silicate	Atlantic	(26.5,26.75]	-0.1206855	-0.2789805	0.1010731
silicate	Atlantic	(26.75,27]	-0.2235541	-0.4452324	0.0661542
silicate	Atlantic	(27,27.25]	-0.4157127	-0.6018933	-0.1549273
silicate	Atlantic	(27.25,27.5]	-0.4175646	-0.6108888	-0.1909535
silicate	Atlantic	(27.5,27.75]	-0.1172961	-0.2436026	0.0426175
silicate	Atlantic	(27.75,27.85]	-0.2610104	-0.4730751	0.0204415
silicate	Atlantic	(27.85,27.95]	-0.5991318	-0.6865850	-0.4990151
silicate	Atlantic	(27.95,28.05]	-0.4994451	-0.5205366	-0.4784804
silicate	Atlantic	(28.05,28.1]	-0.1888899	-0.3288670	-0.0136084
silicate	Atlantic	(28.1,28.15]	-0.0227101	-0.1443967	0.1741169
silicate	Atlantic	(28.15,28.2]	-0.1382570	-0.2630050	0.0031259
silicate	Atlantic	(28.2, Inf]	-0.2253689	-0.2590078	-0.2033818
silicate	Indo-Pacific	(-Inf,26]	-0.3479749	-0.4316338	-0.2460236
silicate	Indo-Pacific	(26,26.5]	-0.6684185	-0.7328053	-0.5831192
silicate	Indo-Pacific	(26.5,26.75]	-0.5720314	-0.6420668	-0.4748808
silicate	Indo-Pacific	(26.75,27]	-0.3412296	-0.4107777	-0.2418034
silicate	Indo-Pacific	(27,27.25]	0.2377372	0.1745554	0.3165092
silicate	Indo-Pacific	(27.25,27.5]	0.6272023	0.5964825	0.6691017
silicate	Indo-Pacific	(27.5,27.75]	0.7746390	0.7598282	0.7970988
silicate	Indo-Pacific	(27.75,27.85]	0.8238381	0.7917108	0.8545725
silicate	Indo-Pacific	(27.85,27.95]	0.8573838	0.8332907	0.8894271
silicate	Indo-Pacific	(27.95,28.05]	0.8929368	0.8757236	0.9133498
silicate	Indo-Pacific	(28.05,28.1]	0.9005040	0.8727739	0.9274827
silicate	Indo-Pacific	(28.1,28.2]	0.8776356	0.8532888	0.8980610
silicate	Indo-Pacific	(28.2,28.3]	0.4147471	0.2979641	0.5691910
silicate	Indo-Pacific	(28.3, Inf]	0.0565790	-0.0361012	0.1580973
temp	Atlantic	(-Inf,26]	-0.3593407	-0.3973127	-0.2860269
temp	Atlantic	(26,26.5]	-0.3933967	-0.4302739	-0.3412283
temp	Atlantic	(26.5,26.75]	-0.2911116	-0.3899244	-0.1170455
temp	Atlantic	(26.75,27]	0.1719851	-0.0231101	0.3064201
temp	Atlantic	(27,27.25]	0.5060558	0.3920909	0.5710549
temp	Atlantic	(27.25,27.5]	0.6468523	0.6171457	0.6710980
temp	Atlantic	(27.5,27.75]	0.4758674	0.4438905	0.5149441
temp	Atlantic	(27.75,27.85]	0.4125358	0.3749415	0.4581073
temp	Atlantic	(27.85,27.95]	0.2085254	0.1969336	0.2159045
temp	Atlantic	(27.95,28.05]	0.1752252	0.1422831	0.2392524
temp	Atlantic	(28.05,28.1]	0.4867007	0.3640374	0.6815037
temp	Atlantic	(28.1,28.15]	0.6636142	0.5393568	0.8230305
temp	Atlantic	(28.15,28.2]	0.7394711	0.6731735	0.8521927
temp	Atlantic	(28.2, Inf]	0.4835443	0.4171454	0.5655223
temp	Indo-Pacific	(-Inf,26]	-0.1845269	-0.2166528	-0.1680653
temp	Indo-Pacific	(26,26.5]	0.5557192	0.5269073	0.5731704
temp	Indo-Pacific	(26.5,26.75]	0.6949821	0.6722079	0.7183554
temp	Indo-Pacific	(26.75,27]	0.7021579	0.6724595	0.7249919
temp	Indo-Pacific	(27,27.25]	0.4889649	0.4665507	0.5163429
temp	Indo-Pacific	(27.25,27.5]	0.2831449	0.2778012	0.2879997
temp	Indo-Pacific	(27.5,27.75]	0.2479824	0.2367156	0.2631565
temp	Indo-Pacific	(27.75,27.85]	0.1290309	0.0718618	0.1854974
temp	Indo-Pacific	(27.85,27.95]	-0.1102499	-0.1518823	-0.0495682
temp	Indo-Pacific	(27.95,28.05]	-0.2634642	-0.3012852	-0.1885225
temp	Indo-Pacific	(28.05,28.1]	-0.0083791	-0.0741855	0.0643719
temp	Indo-Pacific	(28.1,28.2]	0.3813149	0.2858832	0.4899528
temp	Indo-Pacific	(28.2,28.3]	0.4776586	0.3363172	0.6817140
temp	Indo-Pacific	(28.3, Inf]	0.1206623	-0.0169524	0.3418983

rm(cor_target_predictor, cor_target_predictor_stats)

sessionInfo()

R version 4.0.3 (2020-10-10)
Platform: x86_64-pc-linux-gnu (64-bit)
Running under: openSUSE Leap 15.2

Matrix products: default
BLAS:   /usr/local/R-4.0.3/lib64/R/lib/libRblas.so
LAPACK: /usr/local/R-4.0.3/lib64/R/lib/libRlapack.so

locale:
 [1] LC_CTYPE=en_US.UTF-8       LC_NUMERIC=C              
 [3] LC_TIME=en_US.UTF-8        LC_COLLATE=en_US.UTF-8    
 [5] LC_MONETARY=en_US.UTF-8    LC_MESSAGES=en_US.UTF-8   
 [7] LC_PAPER=en_US.UTF-8       LC_NAME=C                 
 [9] LC_ADDRESS=C               LC_TELEPHONE=C            
[11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C       

attached base packages:
[1] stats     graphics  grDevices utils     datasets  methods   base     

other attached packages:
 [1] corrr_0.4.3      broom_0.7.5      kableExtra_1.3.1 knitr_1.30      
 [5] olsrr_0.5.3      GGally_2.0.0     lubridate_1.7.9  metR_0.9.0      
 [9] scico_1.2.0      patchwork_1.1.1  collapse_1.5.0   forcats_0.5.0   
[13] stringr_1.4.0    dplyr_1.0.5      purrr_0.3.4      readr_1.4.0     
[17] tidyr_1.1.2      tibble_3.0.4     ggplot2_3.3.3    tidyverse_1.3.0 
[21] workflowr_1.6.2 

loaded via a namespace (and not attached):
 [1] fs_1.5.0                 webshot_0.5.2            RColorBrewer_1.1-2      
 [4] httr_1.4.2               rprojroot_2.0.2          tools_4.0.3             
 [7] backports_1.1.10         R6_2.5.0                 nortest_1.0-4           
[10] DBI_1.1.0                colorspace_2.0-0         withr_2.3.0             
[13] gridExtra_2.3            tidyselect_1.1.0         curl_4.3                
[16] compiler_4.0.3           git2r_0.27.1             cli_2.2.0               
[19] rvest_0.3.6              xml2_1.3.2               labeling_0.4.2          
[22] scales_1.1.1             checkmate_2.0.0          goftest_1.2-2           
[25] digest_0.6.27            foreign_0.8-80           rmarkdown_2.5           
[28] rio_0.5.16               pkgconfig_2.0.3          htmltools_0.5.0         
[31] highr_0.8                dbplyr_1.4.4             rlang_0.4.10            
[34] readxl_1.3.1             rstudioapi_0.13          farver_2.0.3            
[37] generics_0.1.0           jsonlite_1.7.2           zip_2.1.1               
[40] car_3.0-10               magrittr_2.0.1           Matrix_1.2-18           
[43] Rcpp_1.0.5               munsell_0.5.0            fansi_0.4.1             
[46] abind_1.4-5              lifecycle_1.0.0          stringi_1.5.3           
[49] whisker_0.4              yaml_2.2.1               carData_3.0-4           
[52] plyr_1.8.6               grid_4.0.3               blob_1.2.1              
[55] parallel_4.0.3           promises_1.1.1           crayon_1.3.4            
[58] lattice_0.20-41          haven_2.3.1              hms_0.5.3               
[61] pillar_1.4.7             reprex_0.3.0             glue_1.4.2              
[64] evaluate_0.14            RcppArmadillo_0.10.1.2.2 data.table_1.13.6       
[67] modelr_0.1.8             vctrs_0.3.6              httpuv_1.5.4            
[70] cellranger_1.1.0         gtable_0.3.0             reshape_0.8.8           
[73] assertthat_0.2.1         xfun_0.20                openxlsx_4.2.3          
[76] RcppEigen_0.3.3.9.1      later_1.1.0.1            viridisLite_0.3.0       
[79] ellipsis_0.3.1           here_1.0.1

eMLR - assumption testing

Jens Daniel Müller and Donghe Zhu

25 June, 2021